Dataset statistics
| Number of variables | 44 |
|---|---|
| Number of observations | 125972 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 42.3 MiB |
| Average record size in memory | 352.0 B |
Variable types
| Numeric | 29 |
|---|---|
| Categorical | 15 |
num_outbound_cmds has constant value "0" | Constant |
service has a high cardinality: 70 distinct values | High cardinality |
src_bytes is highly overall correlated with dst_bytes and 10 other fields | High correlation |
dst_bytes is highly overall correlated with src_bytes and 8 other fields | High correlation |
hot is highly overall correlated with num_compromised and 1 other fields | High correlation |
num_compromised is highly overall correlated with hot | High correlation |
count is highly overall correlated with src_bytes and 11 other fields | High correlation |
srv_count is highly overall correlated with count and 1 other fields | High correlation |
serror_rate is highly overall correlated with src_bytes and 9 other fields | High correlation |
srv_serror_rate is highly overall correlated with src_bytes and 8 other fields | High correlation |
rerror_rate is highly overall correlated with srv_rerror_rate and 2 other fields | High correlation |
srv_rerror_rate is highly overall correlated with rerror_rate and 2 other fields | High correlation |
same_srv_rate is highly overall correlated with src_bytes and 13 other fields | High correlation |
diff_srv_rate is highly overall correlated with src_bytes and 11 other fields | High correlation |
dst_host_count is highly overall correlated with count and 5 other fields | High correlation |
dst_host_srv_count is highly overall correlated with src_bytes and 8 other fields | High correlation |
dst_host_same_srv_rate is highly overall correlated with src_bytes and 12 other fields | High correlation |
dst_host_diff_srv_rate is highly overall correlated with src_bytes and 6 other fields | High correlation |
dst_host_same_src_port_rate is highly overall correlated with count and 3 other fields | High correlation |
dst_host_srv_diff_host_rate is highly overall correlated with count and 3 other fields | High correlation |
dst_host_serror_rate is highly overall correlated with src_bytes and 10 other fields | High correlation |
dst_host_srv_serror_rate is highly overall correlated with src_bytes and 7 other fields | High correlation |
dst_host_rerror_rate is highly overall correlated with rerror_rate and 2 other fields | High correlation |
dst_host_srv_rerror_rate is highly overall correlated with rerror_rate and 2 other fields | High correlation |
protocol_type is highly overall correlated with srv_count and 2 other fields | High correlation |
service is highly overall correlated with protocol_type and 3 other fields | High correlation |
flag is highly overall correlated with logged_in | High correlation |
land is highly overall correlated with attack | High correlation |
wrong_fragment is highly overall correlated with attack | High correlation |
logged_in is highly overall correlated with count and 7 other fields | High correlation |
root_shell is highly overall correlated with su_attempted | High correlation |
su_attempted is highly overall correlated with root_shell | High correlation |
is_guest_login is highly overall correlated with hot and 1 other fields | High correlation |
attack is highly overall correlated with protocol_type and 4 other fields | High correlation |
attack_class is highly overall correlated with service and 2 other fields | High correlation |
flag is highly imbalanced (55.8%) | Imbalance |
land is highly imbalanced (99.7%) | Imbalance |
wrong_fragment is highly imbalanced (95.1%) | Imbalance |
urgent is highly imbalanced (99.9%) | Imbalance |
root_shell is highly imbalanced (98.5%) | Imbalance |
su_attempted is highly imbalanced (99.5%) | Imbalance |
num_shells is highly imbalanced (99.7%) | Imbalance |
is_host_login is highly imbalanced (> 99.9%) | Imbalance |
is_guest_login is highly imbalanced (92.3%) | Imbalance |
attack is highly imbalanced (60.0%) | Imbalance |
src_bytes is highly skewed (γ1 = 190.6685901) | Skewed |
dst_bytes is highly skewed (γ1 = 290.0517595) | Skewed |
num_failed_logins is highly skewed (γ1 = 53.76421073) | Skewed |
num_compromised is highly skewed (γ1 = 250.1068908) | Skewed |
num_root is highly skewed (γ1 = 236.9127838) | Skewed |
num_file_creations is highly skewed (γ1 = 55.66511972) | Skewed |
num_access_files is highly skewed (γ1 = 45.55478025) | Skewed |
duration has 115954 (92.0%) zeros | Zeros |
src_bytes has 49392 (39.2%) zeros | Zeros |
dst_bytes has 67966 (54.0%) zeros | Zeros |
hot has 123301 (97.9%) zeros | Zeros |
num_failed_logins has 125850 (99.9%) zeros | Zeros |
num_compromised has 124686 (99.0%) zeros | Zeros |
num_root has 125323 (99.5%) zeros | Zeros |
num_file_creations has 125685 (99.8%) zeros | Zeros |
num_access_files has 125601 (99.7%) zeros | Zeros |
serror_rate has 86828 (68.9%) zeros | Zeros |
srv_serror_rate has 88753 (70.5%) zeros | Zeros |
rerror_rate has 109782 (87.1%) zeros | Zeros |
srv_rerror_rate has 109766 (87.1%) zeros | Zeros |
same_srv_rate has 2766 (2.2%) zeros | Zeros |
diff_srv_rate has 76216 (60.5%) zeros | Zeros |
srv_diff_host_rate has 97573 (77.5%) zeros | Zeros |
dst_host_same_srv_rate has 6927 (5.5%) zeros | Zeros |
dst_host_diff_srv_rate has 46989 (37.3%) zeros | Zeros |
dst_host_same_src_port_rate has 63023 (50.0%) zeros | Zeros |
dst_host_srv_diff_host_rate has 86903 (69.0%) zeros | Zeros |
dst_host_serror_rate has 81385 (64.6%) zeros | Zeros |
dst_host_srv_serror_rate has 85359 (67.8%) zeros | Zeros |
dst_host_rerror_rate has 103178 (81.9%) zeros | Zeros |
dst_host_srv_rerror_rate has 106615 (84.6%) zeros | Zeros |
Reproduction
| Analysis started | 2023-05-29 07:29:14.981915 |
|---|---|
| Analysis finished | 2023-05-29 07:34:17.215345 |
| Duration | 5 minutes and 2.23 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
duration
Real number (ℝ)
| Distinct | 2981 |
|---|---|
| Distinct (%) | 2.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 287.14693 |
| Minimum | 0 |
|---|---|
| Maximum | 42908 |
| Zeros | 115954 |
| Zeros (%) | 92.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 984.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 4 |
| Maximum | 42908 |
| Range | 42908 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 2604.5255 |
|---|---|
| Coefficient of variation (CV) | 9.0703583 |
| Kurtosis | 156.07554 |
| Mean | 287.14693 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 11.880182 |
| Sum | 36172473 |
| Variance | 6783553.2 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 115954 | |
| 1 | 1989 | 1.6% |
| 2 | 843 | 0.7% |
| 3 | 557 | 0.4% |
| 4 | 351 | 0.3% |
| 5 | 298 | 0.2% |
| 27 | 197 | 0.2% |
| 6 | 193 | 0.2% |
| 28 | 181 | 0.1% |
| 7 | 127 | 0.1% |
| Other values (2971) | 5282 | 4.2% |
| Value | Count | Frequency (%) |
| 0 | 115954 | |
| 1 | 1989 | 1.6% |
| 2 | 843 | 0.7% |
| 3 | 557 | 0.4% |
| 4 | 351 | 0.3% |
| 5 | 298 | 0.2% |
| 6 | 193 | 0.2% |
| 7 | 127 | 0.1% |
| 8 | 98 | 0.1% |
| 9 | 95 | 0.1% |
| Value | Count | Frequency (%) |
| 42908 | 1 | |
| 42888 | 1 | |
| 42862 | 1 | |
| 42837 | 1 | |
| 42804 | 1 | |
| 42778 | 1 | |
| 42746 | 1 | |
| 42723 | 1 | |
| 42699 | 1 | |
| 42679 | 1 |
protocol_type
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 984.3 KiB |
| tcp | |
|---|---|
| udp | |
| icmp | 8291 |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.0658162 |
| Min length | 3 |
Characters and Unicode
| Total characters | 386207 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | udp |
|---|---|
| 2nd row | tcp |
| 3rd row | tcp |
| 4th row | tcp |
| 5th row | tcp |
Common Values
| Value | Count | Frequency (%) |
| tcp | 102688 | |
| udp | 14993 | 11.9% |
| icmp | 8291 | 6.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| tcp | 102688 | |
| udp | 14993 | 11.9% |
| icmp | 8291 | 6.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| p | 125972 | |
| c | 110979 | |
| t | 102688 | |
| u | 14993 | 3.9% |
| d | 14993 | 3.9% |
| i | 8291 | 2.1% |
| m | 8291 | 2.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 386207 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| p | 125972 | |
| c | 110979 | |
| t | 102688 | |
| u | 14993 | 3.9% |
| d | 14993 | 3.9% |
| i | 8291 | 2.1% |
| m | 8291 | 2.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 386207 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| p | 125972 | |
| c | 110979 | |
| t | 102688 | |
| u | 14993 | 3.9% |
| d | 14993 | 3.9% |
| i | 8291 | 2.1% |
| m | 8291 | 2.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 386207 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| p | 125972 | |
| c | 110979 | |
| t | 102688 | |
| u | 14993 | 3.9% |
| d | 14993 | 3.9% |
| i | 8291 | 2.1% |
| m | 8291 | 2.1% |
service
Categorical
HIGH CARDINALITY  HIGH CORRELATION 
| Distinct | 70 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 984.3 KiB |
| http | |
|---|---|
| private | |
| domain_u | |
| smtp | |
| ftp_data | |
| Other values (65) |
Length
| Max length | 11 |
|---|---|
| Median length | 10 |
| Mean length | 5.466429 |
| Min length | 3 |
Characters and Unicode
| Total characters | 688617 |
|---|---|
| Distinct characters | 40 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | other |
|---|---|
| 2nd row | private |
| 3rd row | http |
| 4th row | http |
| 5th row | private |
Common Values
| Value | Count | Frequency (%) |
| http | 40338 | |
| private | 21853 | |
| domain_u | 9043 | 7.2% |
| smtp | 7313 | 5.8% |
| ftp_data | 6859 | 5.4% |
| eco_i | 4586 | 3.6% |
| other | 4359 | 3.5% |
| ecr_i | 3077 | 2.4% |
| telnet | 2353 | 1.9% |
| finger | 1767 | 1.4% |
| Other values (60) | 24424 |
Length
| Value | Count | Frequency (%) |
| http | 40338 | |
| private | 21853 | |
| domain_u | 9043 | 7.2% |
| smtp | 7313 | 5.8% |
| ftp_data | 6859 | 5.4% |
| eco_i | 4586 | 3.6% |
| other | 4359 | 3.5% |
| ecr_i | 3077 | 2.4% |
| telnet | 2353 | 1.9% |
| finger | 1767 | 1.4% |
| Other values (60) | 24424 |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 145595 | |
| p | 88150 | |
| a | 51382 | 7.5% |
| h | 49666 | 7.2% |
| e | 49119 | 7.1% |
| i | 48525 | 7.0% |
| r | 34885 | 5.1% |
| _ | 29464 | 4.3% |
| o | 24559 | 3.6% |
| n | 22585 | 3.3% |
| Other values (30) | 144687 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 651472 | |
| Connector Punctuation | 29464 | 4.3% |
| Decimal Number | 6185 | 0.9% |
| Uppercase Letter | 1496 | 0.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| t | 145595 | |
| p | 88150 | |
| a | 51382 | 7.9% |
| h | 49666 | 7.6% |
| e | 49119 | 7.5% |
| i | 48525 | 7.4% |
| r | 34885 | 5.4% |
| o | 24559 | 3.8% |
| n | 22585 | 3.5% |
| v | 22472 | 3.4% |
| Other values (15) | 114534 |
Decimal Number
| Value | Count | Frequency (%) |
| 4 | 1708 | |
| 3 | 1656 | |
| 0 | 866 | |
| 5 | 862 | |
| 9 | 862 | |
| 1 | 148 | 2.4% |
| 2 | 79 | 1.3% |
| 8 | 3 | < 0.1% |
| 7 | 1 | < 0.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| Z | 862 | |
| C | 187 | 12.5% |
| I | 187 | 12.5% |
| R | 187 | 12.5% |
| X | 73 | 4.9% |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 29464 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 652968 | |
| Common | 35649 | 5.2% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| t | 145595 | |
| p | 88150 | |
| a | 51382 | 7.9% |
| h | 49666 | 7.6% |
| e | 49119 | 7.5% |
| i | 48525 | 7.4% |
| r | 34885 | 5.3% |
| o | 24559 | 3.8% |
| n | 22585 | 3.5% |
| v | 22472 | 3.4% |
| Other values (20) | 116030 |
Common
| Value | Count | Frequency (%) |
| _ | 29464 | |
| 4 | 1708 | 4.8% |
| 3 | 1656 | 4.6% |
| 0 | 866 | 2.4% |
| 5 | 862 | 2.4% |
| 9 | 862 | 2.4% |
| 1 | 148 | 0.4% |
| 2 | 79 | 0.2% |
| 8 | 3 | < 0.1% |
| 7 | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 688617 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| t | 145595 | |
| p | 88150 | |
| a | 51382 | 7.5% |
| h | 49666 | 7.2% |
| e | 49119 | 7.1% |
| i | 48525 | 7.0% |
| r | 34885 | 5.1% |
| _ | 29464 | 4.3% |
| o | 24559 | 3.6% |
| n | 22585 | 3.3% |
| Other values (30) | 144687 |
flag
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 984.3 KiB |
| SF | |
|---|---|
| S0 | |
| REJ | |
| RSTR | 2421 |
| RSTO | 1562 |
| Other values (6) | 961 |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.1560426 |
| Min length | 2 |
Characters and Unicode
| Total characters | 271601 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | SF |
|---|---|
| 2nd row | S0 |
| 3rd row | SF |
| 4th row | SF |
| 5th row | REJ |
Common Values
| Value | Count | Frequency (%) |
| SF | 74944 | |
| S0 | 34851 | |
| REJ | 11233 | 8.9% |
| RSTR | 2421 | 1.9% |
| RSTO | 1562 | 1.2% |
| S1 | 365 | 0.3% |
| SH | 271 | 0.2% |
| S2 | 127 | 0.1% |
| RSTOS0 | 103 | 0.1% |
| S3 | 49 | < 0.1% |
Length
| Value | Count | Frequency (%) |
| sf | 74944 | |
| s0 | 34851 | |
| rej | 11233 | 8.9% |
| rstr | 2421 | 1.9% |
| rsto | 1562 | 1.2% |
| s1 | 365 | 0.3% |
| sh | 271 | 0.2% |
| s2 | 127 | 0.1% |
| rstos0 | 103 | 0.1% |
| s3 | 49 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 114796 | |
| F | 74944 | |
| 0 | 34954 | 12.9% |
| R | 17740 | 6.5% |
| E | 11233 | 4.1% |
| J | 11233 | 4.1% |
| T | 4132 | 1.5% |
| O | 1711 | 0.6% |
| 1 | 365 | 0.1% |
| H | 317 | 0.1% |
| Other values (2) | 176 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 236106 | |
| Decimal Number | 35495 | 13.1% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 114796 | |
| F | 74944 | |
| R | 17740 | 7.5% |
| E | 11233 | 4.8% |
| J | 11233 | 4.8% |
| T | 4132 | 1.8% |
| O | 1711 | 0.7% |
| H | 317 | 0.1% |
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 34954 | |
| 1 | 365 | 1.0% |
| 2 | 127 | 0.4% |
| 3 | 49 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 236106 | |
| Common | 35495 | 13.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| S | 114796 | |
| F | 74944 | |
| R | 17740 | 7.5% |
| E | 11233 | 4.8% |
| J | 11233 | 4.8% |
| T | 4132 | 1.8% |
| O | 1711 | 0.7% |
| H | 317 | 0.1% |
Common
| Value | Count | Frequency (%) |
| 0 | 34954 | |
| 1 | 365 | 1.0% |
| 2 | 127 | 0.4% |
| 3 | 49 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 271601 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| S | 114796 | |
| F | 74944 | |
| 0 | 34954 | 12.9% |
| R | 17740 | 6.5% |
| E | 11233 | 4.1% |
| J | 11233 | 4.1% |
| T | 4132 | 1.5% |
| O | 1711 | 0.6% |
| 1 | 365 | 0.1% |
| H | 317 | 0.1% |
| Other values (2) | 176 | 0.1% |
src_bytes
Real number (ℝ)
HIGH CORRELATION  SKEWED  ZEROS 
| Distinct | 3341 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 45567.101 |
| Minimum | 0 |
|---|---|
| Maximum | 1.3799639 × 109 |
| Zeros | 49392 |
| Zeros (%) | 39.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 984.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 44 |
| Q3 | 276 |
| 95-th percentile | 1480 |
| Maximum | 1.3799639 × 109 |
| Range | 1.3799639 × 109 |
| Interquartile range (IQR) | 276 |
Descriptive statistics
| Standard deviation | 5870354.5 |
|---|---|
| Coefficient of variation (CV) | 128.82879 |
| Kurtosis | 39353.809 |
| Mean | 45567.101 |
| Median Absolute Deviation (MAD) | 44 |
| Skewness | 190.66859 |
| Sum | 5.7401788 × 109 |
| Variance | 3.4461062 × 1013 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 49392 | |
| 8 | 3691 | 2.9% |
| 1 | 2432 | 1.9% |
| 44 | 2334 | 1.9% |
| 45 | 2089 | 1.7% |
| 1032 | 2001 | 1.6% |
| 46 | 1294 | 1.0% |
| 43 | 1284 | 1.0% |
| 105 | 998 | 0.8% |
| 147 | 948 | 0.8% |
| Other values (3331) | 59509 |
| Value | Count | Frequency (%) |
| 0 | 49392 | |
| 1 | 2432 | 1.9% |
| 4 | 2 | < 0.1% |
| 5 | 28 | < 0.1% |
| 6 | 147 | 0.1% |
| 7 | 107 | 0.1% |
| 8 | 3691 | 2.9% |
| 9 | 199 | 0.2% |
| 10 | 195 | 0.2% |
| 11 | 76 | 0.1% |
| Value | Count | Frequency (%) |
| 1379963888 | 1 | |
| 1167519497 | 1 | |
| 693375640 | 1 | |
| 621568663 | 1 | |
| 381709090 | 1 | |
| 217277339 | 1 | |
| 89581520 | 1 | |
| 24418776 | 1 | |
| 21945520 | 1 | |
| 18828976 | 1 |
dst_bytes
Real number (ℝ)
HIGH CORRELATION  SKEWED  ZEROS 
| Distinct | 9326 |
|---|---|
| Distinct (%) | 7.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19779.271 |
| Minimum | 0 |
|---|---|
| Maximum | 1.3099374 × 109 |
| Zeros | 67966 |
| Zeros (%) | 54.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 984.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 516 |
| 95-th percentile | 8314 |
| Maximum | 1.3099374 × 109 |
| Range | 1.3099374 × 109 |
| Interquartile range (IQR) | 516 |
Descriptive statistics
| Standard deviation | 4021285.1 |
|---|---|
| Coefficient of variation (CV) | 203.30805 |
| Kurtosis | 90941.013 |
| Mean | 19779.271 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 290.05176 |
| Sum | 2.4916344 × 109 |
| Variance | 1.6170734 × 1013 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 67966 | |
| 105 | 1497 | 1.2% |
| 8314 | 888 | 0.7% |
| 330 | 528 | 0.4% |
| 331 | 512 | 0.4% |
| 44 | 511 | 0.4% |
| 42 | 478 | 0.4% |
| 328 | 470 | 0.4% |
| 332 | 469 | 0.4% |
| 4 | 454 | 0.4% |
| Other values (9316) | 52199 |
| Value | Count | Frequency (%) |
| 0 | 67966 | |
| 1 | 22 | < 0.1% |
| 3 | 1 | < 0.1% |
| 4 | 454 | 0.4% |
| 5 | 4 | < 0.1% |
| 6 | 1 | < 0.1% |
| 12 | 1 | < 0.1% |
| 14 | 1 | < 0.1% |
| 15 | 47 | < 0.1% |
| 16 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1309937401 | 1 | |
| 400291060 | 2 | |
| 7028652 | 1 | |
| 5155468 | 1 | |
| 5153771 | 1 | |
| 5153460 | 1 | |
| 5151385 | 1 | |
| 5151154 | 1 | |
| 5151049 | 1 | |
| 5150938 | 1 |
land
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 984.3 KiB |
| 0 | |
|---|---|
| 1 | 25 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 125972 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 125947 | |
| 1 | 25 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 125947 | |
| 1 | 25 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 125947 | |
| 1 | 25 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 125972 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 125947 | |
| 1 | 25 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 125972 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 125947 | |
| 1 | 25 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 125972 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 125947 | |
| 1 | 25 | < 0.1% |
wrong_fragment
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 984.3 KiB |
| 0 | |
|---|---|
| 3 | 884 |
| 1 | 206 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 125972 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 124882 | |
| 3 | 884 | 0.7% |
| 1 | 206 | 0.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 124882 | |
| 3 | 884 | 0.7% |
| 1 | 206 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 124882 | |
| 3 | 884 | 0.7% |
| 1 | 206 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 125972 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 124882 | |
| 3 | 884 | 0.7% |
| 1 | 206 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 125972 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 124882 | |
| 3 | 884 | 0.7% |
| 1 | 206 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 125972 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 124882 | |
| 3 | 884 | 0.7% |
| 1 | 206 | 0.2% |
urgent
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 984.3 KiB |
| 0 | |
|---|---|
| 1 | 5 |
| 2 | 3 |
| 3 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 125972 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 125963 | |
| 1 | 5 | < 0.1% |
| 2 | 3 | < 0.1% |
| 3 | 1 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 125963 | |
| 1 | 5 | < 0.1% |
| 2 | 3 | < 0.1% |
| 3 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 125963 | |
| 1 | 5 | < 0.1% |
| 2 | 3 | < 0.1% |
| 3 | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 125972 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 125963 | |
| 1 | 5 | < 0.1% |
| 2 | 3 | < 0.1% |
| 3 | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 125972 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 125963 | |
| 1 | 5 | < 0.1% |
| 2 | 3 | < 0.1% |
| 3 | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 125972 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 125963 | |
| 1 | 5 | < 0.1% |
| 2 | 3 | < 0.1% |
| 3 | 1 | < 0.1% |
hot
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 28 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2044105 |
| Minimum | 0 |
|---|---|
| Maximum | 77 |
| Zeros | 123301 |
| Zeros (%) | 97.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 984.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 77 |
| Range | 77 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 2.1499769 |
|---|---|
| Coefficient of variation (CV) | 10.517937 |
| Kurtosis | 168.01289 |
| Mean | 0.2044105 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 12.589835 |
| Sum | 25750 |
| Variance | 4.6224006 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 123301 | |
| 2 | 1037 | 0.8% |
| 1 | 369 | 0.3% |
| 28 | 277 | 0.2% |
| 30 | 256 | 0.2% |
| 4 | 173 | 0.1% |
| 6 | 140 | 0.1% |
| 5 | 76 | 0.1% |
| 24 | 68 | 0.1% |
| 19 | 57 | < 0.1% |
| Other values (18) | 218 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 123301 | |
| 1 | 369 | 0.3% |
| 2 | 1037 | 0.8% |
| 3 | 54 | < 0.1% |
| 4 | 173 | 0.1% |
| 5 | 76 | 0.1% |
| 6 | 140 | 0.1% |
| 7 | 5 | < 0.1% |
| 8 | 1 | < 0.1% |
| 9 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 77 | 1 | < 0.1% |
| 44 | 2 | < 0.1% |
| 33 | 1 | < 0.1% |
| 30 | 256 | |
| 28 | 277 | |
| 25 | 2 | < 0.1% |
| 24 | 68 | 0.1% |
| 22 | 55 | < 0.1% |
| 21 | 1 | < 0.1% |
| 20 | 9 | < 0.1% |
num_failed_logins
Real number (ℝ)
SKEWED  ZEROS 
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0012224939 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 125850 |
| Zeros (%) | 99.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 984.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.045239318 |
|---|---|
| Coefficient of variation (CV) | 37.005762 |
| Kurtosis | 3869.0386 |
| Mean | 0.0012224939 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 53.764211 |
| Sum | 154 |
| Variance | 0.0020465959 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 125850 | |
| 1 | 104 | 0.1% |
| 2 | 9 | < 0.1% |
| 3 | 5 | < 0.1% |
| 4 | 3 | < 0.1% |
| 5 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 125850 | |
| 1 | 104 | 0.1% |
| 2 | 9 | < 0.1% |
| 3 | 5 | < 0.1% |
| 4 | 3 | < 0.1% |
| 5 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 5 | 1 | < 0.1% |
| 4 | 3 | < 0.1% |
| 3 | 5 | < 0.1% |
| 2 | 9 | < 0.1% |
| 1 | 104 | 0.1% |
| 0 | 125850 |
logged_in
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 984.3 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 125972 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 76120 | |
| 1 | 49852 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 76120 | |
| 1 | 49852 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 76120 | |
| 1 | 49852 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 125972 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 76120 | |
| 1 | 49852 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 125972 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 76120 | |
| 1 | 49852 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 125972 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 76120 | |
| 1 | 49852 |
num_compromised
Real number (ℝ)
HIGH CORRELATION  SKEWED  ZEROS 
| Distinct | 88 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.27925253 |
| Minimum | 0 |
|---|---|
| Maximum | 7479 |
| Zeros | 124686 |
| Zeros (%) | 99.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 984.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 7479 |
| Range | 7479 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 23.942137 |
|---|---|
| Coefficient of variation (CV) | 85.736509 |
| Kurtosis | 75955.625 |
| Mean | 0.27925253 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 250.10689 |
| Sum | 35178 |
| Variance | 573.22594 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 124686 | |
| 1 | 976 | 0.8% |
| 2 | 98 | 0.1% |
| 4 | 40 | < 0.1% |
| 3 | 38 | < 0.1% |
| 6 | 19 | < 0.1% |
| 5 | 17 | < 0.1% |
| 7 | 5 | < 0.1% |
| 8 | 3 | < 0.1% |
| 9 | 3 | < 0.1% |
| Other values (78) | 87 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 124686 | |
| 1 | 976 | 0.8% |
| 2 | 98 | 0.1% |
| 3 | 38 | < 0.1% |
| 4 | 40 | < 0.1% |
| 5 | 17 | < 0.1% |
| 6 | 19 | < 0.1% |
| 7 | 5 | < 0.1% |
| 8 | 3 | < 0.1% |
| 9 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 7479 | 1 | |
| 1739 | 1 | |
| 1043 | 1 | |
| 884 | 2 | |
| 809 | 1 | |
| 789 | 1 | |
| 767 | 1 | |
| 761 | 1 | |
| 756 | 1 | |
| 751 | 1 |
root_shell
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 984.3 KiB |
| 0 | |
|---|---|
| 1 | 169 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 125972 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 125803 | |
| 1 | 169 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 125803 | |
| 1 | 169 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 125803 | |
| 1 | 169 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 125972 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 125803 | |
| 1 | 169 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 125972 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 125803 | |
| 1 | 169 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 125972 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 125803 | |
| 1 | 169 | 0.1% |
su_attempted
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 984.3 KiB |
| 0 | |
|---|---|
| 2 | 59 |
| 1 | 21 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 125972 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 125892 | |
| 2 | 59 | < 0.1% |
| 1 | 21 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 125892 | |
| 2 | 59 | < 0.1% |
| 1 | 21 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 125892 | |
| 2 | 59 | < 0.1% |
| 1 | 21 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 125972 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 125892 | |
| 2 | 59 | < 0.1% |
| 1 | 21 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 125972 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 125892 | |
| 2 | 59 | < 0.1% |
| 1 | 21 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 125972 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 125892 | |
| 2 | 59 | < 0.1% |
| 1 | 21 | < 0.1% |
num_root
Real number (ℝ)
SKEWED  ZEROS 
| Distinct | 82 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.30219414 |
| Minimum | 0 |
|---|---|
| Maximum | 7468 |
| Zeros | 125323 |
| Zeros (%) | 99.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 984.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 7468 |
| Range | 7468 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 24.399715 |
|---|---|
| Coefficient of variation (CV) | 80.741854 |
| Kurtosis | 70069.653 |
| Mean | 0.30219414 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 236.91278 |
| Sum | 38068 |
| Variance | 595.34609 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 125323 | |
| 1 | 273 | 0.2% |
| 9 | 121 | 0.1% |
| 6 | 99 | 0.1% |
| 2 | 33 | < 0.1% |
| 5 | 24 | < 0.1% |
| 4 | 12 | < 0.1% |
| 3 | 7 | < 0.1% |
| 7 | 2 | < 0.1% |
| 857 | 2 | < 0.1% |
| Other values (72) | 76 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 125323 | |
| 1 | 273 | 0.2% |
| 2 | 33 | < 0.1% |
| 3 | 7 | < 0.1% |
| 4 | 12 | < 0.1% |
| 5 | 24 | < 0.1% |
| 6 | 99 | 0.1% |
| 7 | 2 | < 0.1% |
| 8 | 1 | < 0.1% |
| 9 | 121 | 0.1% |
| Value | Count | Frequency (%) |
| 7468 | 1 | |
| 1743 | 1 | |
| 1045 | 1 | |
| 993 | 1 | |
| 975 | 1 | |
| 889 | 1 | |
| 867 | 1 | |
| 857 | 2 | |
| 849 | 1 | |
| 841 | 1 |
num_file_creations
Real number (ℝ)
SKEWED  ZEROS 
| Distinct | 35 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.012669482 |
| Minimum | 0 |
|---|---|
| Maximum | 43 |
| Zeros | 125685 |
| Zeros (%) | 99.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 984.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 43 |
| Range | 43 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.48393699 |
|---|---|
| Coefficient of variation (CV) | 38.197062 |
| Kurtosis | 3603.2831 |
| Mean | 0.012669482 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 55.66512 |
| Sum | 1596 |
| Variance | 0.23419501 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 125685 | |
| 1 | 151 | 0.1% |
| 2 | 41 | < 0.1% |
| 4 | 13 | < 0.1% |
| 3 | 5 | < 0.1% |
| 8 | 5 | < 0.1% |
| 15 | 5 | < 0.1% |
| 10 | 5 | < 0.1% |
| 5 | 5 | < 0.1% |
| 17 | 5 | < 0.1% |
| Other values (25) | 52 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 125685 | |
| 1 | 151 | 0.1% |
| 2 | 41 | < 0.1% |
| 3 | 5 | < 0.1% |
| 4 | 13 | < 0.1% |
| 5 | 5 | < 0.1% |
| 6 | 3 | < 0.1% |
| 7 | 4 | < 0.1% |
| 8 | 5 | < 0.1% |
| 9 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 43 | 1 | < 0.1% |
| 40 | 3 | |
| 38 | 1 | < 0.1% |
| 36 | 1 | < 0.1% |
| 34 | 1 | < 0.1% |
| 33 | 1 | < 0.1% |
| 29 | 1 | < 0.1% |
| 28 | 1 | < 0.1% |
| 27 | 1 | < 0.1% |
| 26 | 3 |
num_shells
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 984.3 KiB |
| 0 | |
|---|---|
| 1 | 42 |
| 2 | 5 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 125972 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 125925 | |
| 1 | 42 | < 0.1% |
| 2 | 5 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 125925 | |
| 1 | 42 | < 0.1% |
| 2 | 5 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 125925 | |
| 1 | 42 | < 0.1% |
| 2 | 5 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 125972 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 125925 | |
| 1 | 42 | < 0.1% |
| 2 | 5 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 125972 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 125925 | |
| 1 | 42 | < 0.1% |
| 2 | 5 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 125972 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 125925 | |
| 1 | 42 | < 0.1% |
| 2 | 5 | < 0.1% |
num_access_files
Real number (ℝ)
SKEWED  ZEROS 
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0040961484 |
| Minimum | 0 |
|---|---|
| Maximum | 9 |
| Zeros | 125601 |
| Zeros (%) | 99.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 984.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.099369949 |
|---|---|
| Coefficient of variation (CV) | 24.259363 |
| Kurtosis | 2862.7816 |
| Mean | 0.0040961484 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 45.55478 |
| Sum | 516 |
| Variance | 0.0098743869 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 125601 | |
| 1 | 313 | 0.2% |
| 2 | 29 | < 0.1% |
| 3 | 8 | < 0.1% |
| 5 | 6 | < 0.1% |
| 4 | 5 | < 0.1% |
| 6 | 4 | < 0.1% |
| 8 | 3 | < 0.1% |
| 7 | 2 | < 0.1% |
| 9 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 125601 | |
| 1 | 313 | 0.2% |
| 2 | 29 | < 0.1% |
| 3 | 8 | < 0.1% |
| 4 | 5 | < 0.1% |
| 5 | 6 | < 0.1% |
| 6 | 4 | < 0.1% |
| 7 | 2 | < 0.1% |
| 8 | 3 | < 0.1% |
| 9 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 9 | 1 | < 0.1% |
| 8 | 3 | < 0.1% |
| 7 | 2 | < 0.1% |
| 6 | 4 | < 0.1% |
| 5 | 6 | < 0.1% |
| 4 | 5 | < 0.1% |
| 3 | 8 | < 0.1% |
| 2 | 29 | < 0.1% |
| 1 | 313 | 0.2% |
| 0 | 125601 |
num_outbound_cmds
Categorical
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 984.3 KiB |
| 0 |
|---|
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 125972 |
|---|---|
| Distinct characters | 1 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 125972 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 125972 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 125972 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 125972 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 125972 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 125972 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 125972 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 125972 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 125972 |
is_host_login
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 984.3 KiB |
| 0 | |
|---|---|
| 1 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 125972 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 125971 | |
| 1 | 1 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 125971 | |
| 1 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 125971 | |
| 1 | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 125972 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 125971 | |
| 1 | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 125972 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 125971 | |
| 1 | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 125972 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 125971 | |
| 1 | 1 | < 0.1% |
is_guest_login
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 984.3 KiB |
| 0 | |
|---|---|
| 1 | 1187 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 125972 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 124785 | |
| 1 | 1187 | 0.9% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 124785 | |
| 1 | 1187 | 0.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 124785 | |
| 1 | 1187 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 125972 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 124785 | |
| 1 | 1187 | 0.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 125972 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 124785 | |
| 1 | 1187 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 125972 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 124785 | |
| 1 | 1187 | 0.9% |
count
Real number (ℝ)
| Distinct | 512 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 84.108207 |
| Minimum | 0 |
|---|---|
| Maximum | 511 |
| Zeros | 13 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 984.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 14 |
| Q3 | 143 |
| 95-th percentile | 286 |
| Maximum | 511 |
| Range | 511 |
| Interquartile range (IQR) | 141 |
Descriptive statistics
| Standard deviation | 114.50883 |
|---|---|
| Coefficient of variation (CV) | 1.3614466 |
| Kurtosis | 2.0068812 |
| Mean | 84.108207 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | 1.5142636 |
| Sum | 10595279 |
| Variance | 13112.272 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 27763 | |
| 2 | 9473 | 7.5% |
| 3 | 3962 | 3.1% |
| 4 | 3550 | 2.8% |
| 5 | 2980 | 2.4% |
| 6 | 2413 | 1.9% |
| 7 | 2325 | 1.8% |
| 8 | 1902 | 1.5% |
| 9 | 1712 | 1.4% |
| 10 | 1610 | 1.3% |
| Other values (502) | 68282 |
| Value | Count | Frequency (%) |
| 0 | 13 | < 0.1% |
| 1 | 27763 | |
| 2 | 9473 | 7.5% |
| 3 | 3962 | 3.1% |
| 4 | 3550 | 2.8% |
| 5 | 2980 | 2.4% |
| 6 | 2413 | 1.9% |
| 7 | 2325 | 1.8% |
| 8 | 1902 | 1.5% |
| 9 | 1712 | 1.4% |
| Value | Count | Frequency (%) |
| 511 | 1437 | |
| 510 | 307 | 0.2% |
| 509 | 243 | 0.2% |
| 508 | 31 | < 0.1% |
| 507 | 6 | < 0.1% |
| 506 | 3 | < 0.1% |
| 505 | 2 | < 0.1% |
| 504 | 3 | < 0.1% |
| 503 | 4 | < 0.1% |
| 502 | 5 | < 0.1% |
srv_count
Real number (ℝ)
| Distinct | 509 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.738093 |
| Minimum | 0 |
|---|---|
| Maximum | 511 |
| Zeros | 13 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 984.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 8 |
| Q3 | 18 |
| 95-th percentile | 158 |
| Maximum | 511 |
| Range | 511 |
| Interquartile range (IQR) | 16 |
Descriptive statistics
| Standard deviation | 72.636092 |
|---|---|
| Coefficient of variation (CV) | 2.6186405 |
| Kurtosis | 24.244269 |
| Mean | 27.738093 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 4.6941422 |
| Sum | 3494223 |
| Variance | 5276.0018 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 25398 | |
| 2 | 12819 | 10.2% |
| 3 | 6336 | 5.0% |
| 4 | 5526 | 4.4% |
| 5 | 4636 | 3.7% |
| 6 | 4156 | 3.3% |
| 7 | 3992 | 3.2% |
| 8 | 3697 | 2.9% |
| 9 | 3528 | 2.8% |
| 11 | 3293 | 2.6% |
| Other values (499) | 52591 |
| Value | Count | Frequency (%) |
| 0 | 13 | < 0.1% |
| 1 | 25398 | |
| 2 | 12819 | |
| 3 | 6336 | 5.0% |
| 4 | 5526 | 4.4% |
| 5 | 4636 | 3.7% |
| 6 | 4156 | 3.3% |
| 7 | 3992 | 3.2% |
| 8 | 3697 | 2.9% |
| 9 | 3528 | 2.8% |
| Value | Count | Frequency (%) |
| 511 | 1012 | |
| 510 | 160 | 0.1% |
| 509 | 49 | < 0.1% |
| 508 | 11 | < 0.1% |
| 507 | 3 | < 0.1% |
| 503 | 1 | < 0.1% |
| 502 | 2 | < 0.1% |
| 501 | 1 | < 0.1% |
| 500 | 2 | < 0.1% |
| 499 | 2 | < 0.1% |
serror_rate
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 89 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.28448679 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 86828 |
| Zeros (%) | 68.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 984.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.44645668 |
|---|---|
| Coefficient of variation (CV) | 1.5693406 |
| Kurtosis | -1.0546278 |
| Mean | 0.28448679 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.96318822 |
| Sum | 35837.37 |
| Variance | 0.19932356 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 86828 | |
| 1 | 34439 | 27.3% |
| 0.5 | 493 | 0.4% |
| 0.33 | 321 | 0.3% |
| 0.07 | 305 | 0.2% |
| 0.06 | 298 | 0.2% |
| 0.08 | 254 | 0.2% |
| 0.99 | 250 | 0.2% |
| 0.01 | 216 | 0.2% |
| 0.25 | 208 | 0.2% |
| Other values (79) | 2360 | 1.9% |
| Value | Count | Frequency (%) |
| 0 | 86828 | |
| 0.01 | 216 | 0.2% |
| 0.02 | 84 | 0.1% |
| 0.03 | 150 | 0.1% |
| 0.04 | 131 | 0.1% |
| 0.05 | 192 | 0.2% |
| 0.06 | 298 | 0.2% |
| 0.07 | 305 | 0.2% |
| 0.08 | 254 | 0.2% |
| 0.09 | 189 | 0.2% |
| Value | Count | Frequency (%) |
| 1 | 34439 | |
| 0.99 | 250 | 0.2% |
| 0.98 | 64 | 0.1% |
| 0.97 | 79 | 0.1% |
| 0.96 | 41 | < 0.1% |
| 0.95 | 29 | < 0.1% |
| 0.94 | 25 | < 0.1% |
| 0.93 | 18 | < 0.1% |
| 0.92 | 15 | < 0.1% |
| 0.91 | 8 | < 0.1% |
srv_serror_rate
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 86 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.28248762 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 88753 |
| Zeros (%) | 70.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 984.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.44702356 |
|---|---|
| Coefficient of variation (CV) | 1.5824537 |
| Kurtosis | -1.0443176 |
| Mean | 0.28248762 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.97058496 |
| Sum | 35585.53 |
| Variance | 0.19983007 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 88753 | |
| 1 | 34874 | 27.7% |
| 0.5 | 432 | 0.3% |
| 0.33 | 273 | 0.2% |
| 0.25 | 233 | 0.2% |
| 0.2 | 132 | 0.1% |
| 0.17 | 114 | 0.1% |
| 0.05 | 93 | 0.1% |
| 0.03 | 92 | 0.1% |
| 0.04 | 83 | 0.1% |
| Other values (76) | 893 | 0.7% |
| Value | Count | Frequency (%) |
| 0 | 88753 | |
| 0.01 | 6 | < 0.1% |
| 0.02 | 60 | < 0.1% |
| 0.03 | 92 | 0.1% |
| 0.04 | 83 | 0.1% |
| 0.05 | 93 | 0.1% |
| 0.06 | 65 | 0.1% |
| 0.07 | 67 | 0.1% |
| 0.08 | 63 | 0.1% |
| 0.09 | 44 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 34874 | |
| 0.96 | 1 | < 0.1% |
| 0.95 | 40 | < 0.1% |
| 0.94 | 13 | < 0.1% |
| 0.93 | 8 | < 0.1% |
| 0.92 | 12 | < 0.1% |
| 0.91 | 16 | < 0.1% |
| 0.9 | 10 | < 0.1% |
| 0.89 | 12 | < 0.1% |
| 0.88 | 11 | < 0.1% |
rerror_rate
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 82 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.11995944 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 109782 |
| Zeros (%) | 87.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 984.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.32043661 |
|---|---|
| Coefficient of variation (CV) | 2.6712081 |
| Kurtosis | 3.4457825 |
| Mean | 0.11995944 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.3255178 |
| Sum | 15111.53 |
| Variance | 0.10267962 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 109782 | |
| 1 | 12874 | 10.2% |
| 0.9 | 269 | 0.2% |
| 0.92 | 216 | 0.2% |
| 0.93 | 210 | 0.2% |
| 0.89 | 196 | 0.2% |
| 0.91 | 187 | 0.1% |
| 0.5 | 163 | 0.1% |
| 0.88 | 141 | 0.1% |
| 0.95 | 137 | 0.1% |
| Other values (72) | 1797 | 1.4% |
| Value | Count | Frequency (%) |
| 0 | 109782 | |
| 0.01 | 61 | < 0.1% |
| 0.02 | 77 | 0.1% |
| 0.03 | 99 | 0.1% |
| 0.04 | 55 | < 0.1% |
| 0.05 | 37 | < 0.1% |
| 0.06 | 25 | < 0.1% |
| 0.07 | 23 | < 0.1% |
| 0.08 | 23 | < 0.1% |
| 0.09 | 10 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 12874 | |
| 0.99 | 23 | < 0.1% |
| 0.98 | 17 | < 0.1% |
| 0.97 | 32 | < 0.1% |
| 0.96 | 72 | 0.1% |
| 0.95 | 137 | 0.1% |
| 0.94 | 121 | 0.1% |
| 0.93 | 210 | 0.2% |
| 0.92 | 216 | 0.2% |
| 0.91 | 187 | 0.1% |
srv_rerror_rate
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 62 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.12118423 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 109766 |
| Zeros (%) | 87.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 984.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.32364833 |
|---|---|
| Coefficient of variation (CV) | 2.6707132 |
| Kurtosis | 3.4457696 |
| Mean | 0.12118423 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.327019 |
| Sum | 15265.82 |
| Variance | 0.10474824 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 109766 | |
| 1 | 14827 | 11.8% |
| 0.5 | 244 | 0.2% |
| 0.33 | 160 | 0.1% |
| 0.25 | 114 | 0.1% |
| 0.2 | 92 | 0.1% |
| 0.17 | 73 | 0.1% |
| 0.04 | 50 | < 0.1% |
| 0.03 | 47 | < 0.1% |
| 0.14 | 45 | < 0.1% |
| Other values (52) | 554 | 0.4% |
| Value | Count | Frequency (%) |
| 0 | 109766 | |
| 0.01 | 3 | < 0.1% |
| 0.02 | 40 | < 0.1% |
| 0.03 | 47 | < 0.1% |
| 0.04 | 50 | < 0.1% |
| 0.05 | 42 | < 0.1% |
| 0.06 | 33 | < 0.1% |
| 0.07 | 27 | < 0.1% |
| 0.08 | 40 | < 0.1% |
| 0.09 | 24 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 14827 | |
| 0.96 | 2 | < 0.1% |
| 0.95 | 1 | < 0.1% |
| 0.92 | 2 | < 0.1% |
| 0.9 | 1 | < 0.1% |
| 0.89 | 3 | < 0.1% |
| 0.88 | 4 | < 0.1% |
| 0.87 | 3 | < 0.1% |
| 0.86 | 5 | < 0.1% |
| 0.85 | 10 | < 0.1% |
same_srv_rate
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 101 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.66092497 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 2766 |
| Zeros (%) | 2.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 984.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.01 |
| Q1 | 0.09 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.91 |
Descriptive statistics
| Standard deviation | 0.43962357 |
|---|---|
| Coefficient of variation (CV) | 0.66516411 |
| Kurtosis | -1.6097805 |
| Mean | 0.66092497 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -0.57248654 |
| Sum | 83258.04 |
| Variance | 0.19326888 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 76811 | |
| 0.01 | 4027 | 3.2% |
| 0.02 | 3616 | 2.9% |
| 0.03 | 3503 | 2.8% |
| 0.07 | 3438 | 2.7% |
| 0.04 | 3227 | 2.6% |
| 0.06 | 3220 | 2.6% |
| 0.05 | 3088 | 2.5% |
| 0.08 | 2815 | 2.2% |
| 0 | 2766 | 2.2% |
| Other values (91) | 19461 | 15.4% |
| Value | Count | Frequency (%) |
| 0 | 2766 | |
| 0.01 | 4027 | |
| 0.02 | 3616 | |
| 0.03 | 3503 | |
| 0.04 | 3227 | |
| 0.05 | 3088 | |
| 0.06 | 3220 | |
| 0.07 | 3438 | |
| 0.08 | 2815 | |
| 0.09 | 1957 |
| Value | Count | Frequency (%) |
| 1 | 76811 | |
| 0.99 | 759 | 0.6% |
| 0.98 | 97 | 0.1% |
| 0.97 | 44 | < 0.1% |
| 0.96 | 16 | < 0.1% |
| 0.95 | 14 | < 0.1% |
| 0.94 | 21 | < 0.1% |
| 0.93 | 33 | < 0.1% |
| 0.92 | 43 | < 0.1% |
| 0.91 | 25 | < 0.1% |
diff_srv_rate
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 95 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.063053139 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 76216 |
| Zeros (%) | 60.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 984.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.06 |
| 95-th percentile | 0.29 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.06 |
Descriptive statistics
| Standard deviation | 0.18031504 |
|---|---|
| Coefficient of variation (CV) | 2.8597313 |
| Kurtosis | 18.899292 |
| Mean | 0.063053139 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.3797964 |
| Sum | 7942.93 |
| Variance | 0.032513512 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 76216 | |
| 0.06 | 18998 | 15.1% |
| 0.07 | 9515 | 7.6% |
| 0.05 | 6887 | 5.5% |
| 1 | 3438 | 2.7% |
| 0.08 | 1883 | 1.5% |
| 0.01 | 1013 | 0.8% |
| 0.09 | 645 | 0.5% |
| 0.04 | 627 | 0.5% |
| 0.5 | 549 | 0.4% |
| Other values (85) | 6201 | 4.9% |
| Value | Count | Frequency (%) |
| 0 | 76216 | |
| 0.01 | 1013 | 0.8% |
| 0.02 | 264 | 0.2% |
| 0.03 | 282 | 0.2% |
| 0.04 | 627 | 0.5% |
| 0.05 | 6887 | 5.5% |
| 0.06 | 18998 | 15.1% |
| 0.07 | 9515 | 7.6% |
| 0.08 | 1883 | 1.5% |
| 0.09 | 645 | 0.5% |
| Value | Count | Frequency (%) |
| 1 | 3438 | |
| 0.99 | 39 | < 0.1% |
| 0.98 | 6 | < 0.1% |
| 0.97 | 7 | < 0.1% |
| 0.96 | 29 | < 0.1% |
| 0.95 | 39 | < 0.1% |
| 0.92 | 2 | < 0.1% |
| 0.91 | 1 | < 0.1% |
| 0.9 | 1 | < 0.1% |
| 0.89 | 1 | < 0.1% |
srv_diff_host_rate
Real number (ℝ)
| Distinct | 60 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.097322421 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 97573 |
| Zeros (%) | 77.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 984.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.25983138 |
|---|---|
| Coefficient of variation (CV) | 2.6697999 |
| Kurtosis | 6.816217 |
| Mean | 0.097322421 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.8603394 |
| Sum | 12259.9 |
| Variance | 0.067512348 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 97573 | |
| 1 | 8143 | 6.5% |
| 0.01 | 2865 | 2.3% |
| 0.5 | 982 | 0.8% |
| 0.67 | 975 | 0.8% |
| 0.12 | 904 | 0.7% |
| 0.33 | 790 | 0.6% |
| 0.02 | 771 | 0.6% |
| 0.11 | 732 | 0.6% |
| 0.25 | 724 | 0.6% |
| Other values (50) | 11513 | 9.1% |
| Value | Count | Frequency (%) |
| 0 | 97573 | |
| 0.01 | 2865 | 2.3% |
| 0.02 | 771 | 0.6% |
| 0.03 | 218 | 0.2% |
| 0.04 | 187 | 0.1% |
| 0.05 | 325 | 0.3% |
| 0.06 | 520 | 0.4% |
| 0.07 | 519 | 0.4% |
| 0.08 | 653 | 0.5% |
| 0.09 | 618 | 0.5% |
| Value | Count | Frequency (%) |
| 1 | 8143 | |
| 0.88 | 1 | < 0.1% |
| 0.83 | 7 | < 0.1% |
| 0.8 | 60 | < 0.1% |
| 0.75 | 235 | 0.2% |
| 0.71 | 9 | < 0.1% |
| 0.67 | 975 | 0.8% |
| 0.62 | 7 | < 0.1% |
| 0.6 | 178 | 0.1% |
| 0.57 | 33 | < 0.1% |
dst_host_count
Real number (ℝ)
| Distinct | 256 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 182.1492 |
| Minimum | 0 |
|---|---|
| Maximum | 255 |
| Zeros | 3 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 984.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 82 |
| median | 255 |
| Q3 | 255 |
| 95-th percentile | 255 |
| Maximum | 255 |
| Range | 255 |
| Interquartile range (IQR) | 173 |
Descriptive statistics
| Standard deviation | 99.206565 |
|---|---|
| Coefficient of variation (CV) | 0.54464453 |
| Kurtosis | -1.0657764 |
| Mean | 182.1492 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -0.83344286 |
| Sum | 22945699 |
| Variance | 9841.9426 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 255 | 74099 | |
| 1 | 3119 | 2.5% |
| 2 | 2733 | 2.2% |
| 3 | 1280 | 1.0% |
| 4 | 1198 | 1.0% |
| 5 | 723 | 0.6% |
| 6 | 701 | 0.6% |
| 7 | 645 | 0.5% |
| 8 | 595 | 0.5% |
| 9 | 578 | 0.5% |
| Other values (246) | 40301 |
| Value | Count | Frequency (%) |
| 0 | 3 | < 0.1% |
| 1 | 3119 | |
| 2 | 2733 | |
| 3 | 1280 | |
| 4 | 1198 | 1.0% |
| 5 | 723 | 0.6% |
| 6 | 701 | 0.6% |
| 7 | 645 | 0.5% |
| 8 | 595 | 0.5% |
| 9 | 578 | 0.5% |
| Value | Count | Frequency (%) |
| 255 | 74099 | |
| 254 | 70 | 0.1% |
| 253 | 89 | 0.1% |
| 252 | 77 | 0.1% |
| 251 | 90 | 0.1% |
| 250 | 93 | 0.1% |
| 249 | 78 | 0.1% |
| 248 | 87 | 0.1% |
| 247 | 89 | 0.1% |
| 246 | 83 | 0.1% |
dst_host_srv_count
Real number (ℝ)
| Distinct | 256 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 115.65372 |
| Minimum | 0 |
|---|---|
| Maximum | 255 |
| Zeros | 3 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 984.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 10 |
| median | 63 |
| Q3 | 255 |
| 95-th percentile | 255 |
| Maximum | 255 |
| Range | 255 |
| Interquartile range (IQR) | 245 |
Descriptive statistics
| Standard deviation | 110.70289 |
|---|---|
| Coefficient of variation (CV) | 0.95719257 |
| Kurtosis | -1.7563425 |
| Mean | 115.65372 |
| Median Absolute Deviation (MAD) | 61 |
| Skewness | 0.28370718 |
| Sum | 14569131 |
| Variance | 12255.129 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 255 | 35993 | |
| 1 | 8449 | 6.7% |
| 2 | 5161 | 4.1% |
| 3 | 2768 | 2.2% |
| 4 | 2488 | 2.0% |
| 5 | 2336 | 1.9% |
| 20 | 2300 | 1.8% |
| 254 | 2238 | 1.8% |
| 6 | 2222 | 1.8% |
| 19 | 2190 | 1.7% |
| Other values (246) | 59827 |
| Value | Count | Frequency (%) |
| 0 | 3 | < 0.1% |
| 1 | 8449 | |
| 2 | 5161 | |
| 3 | 2768 | 2.2% |
| 4 | 2488 | 2.0% |
| 5 | 2336 | 1.9% |
| 6 | 2222 | 1.8% |
| 7 | 2160 | 1.7% |
| 8 | 2072 | 1.6% |
| 9 | 1948 | 1.5% |
| Value | Count | Frequency (%) |
| 255 | 35993 | |
| 254 | 2238 | 1.8% |
| 253 | 472 | 0.4% |
| 252 | 213 | 0.2% |
| 251 | 402 | 0.3% |
| 250 | 302 | 0.2% |
| 249 | 248 | 0.2% |
| 248 | 205 | 0.2% |
| 247 | 220 | 0.2% |
| 246 | 196 | 0.2% |
dst_host_same_srv_rate
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 101 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.52124448 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 6927 |
| Zeros (%) | 5.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 984.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.05 |
| median | 0.51 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.95 |
Descriptive statistics
| Standard deviation | 0.44895005 |
|---|---|
| Coefficient of variation (CV) | 0.86130419 |
| Kurtosis | -1.8840466 |
| Mean | 0.52124448 |
| Median Absolute Deviation (MAD) | 0.49 |
| Skewness | -0.010462886 |
| Sum | 65662.21 |
| Variance | 0.20155615 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 49059 | |
| 0.01 | 7780 | 6.2% |
| 0 | 6927 | 5.5% |
| 0.02 | 6593 | 5.2% |
| 0.07 | 5672 | 4.5% |
| 0.04 | 5208 | 4.1% |
| 0.05 | 4951 | 3.9% |
| 0.03 | 4049 | 3.2% |
| 0.06 | 3444 | 2.7% |
| 0.08 | 2816 | 2.2% |
| Other values (91) | 29473 |
| Value | Count | Frequency (%) |
| 0 | 6927 | |
| 0.01 | 7780 | |
| 0.02 | 6593 | |
| 0.03 | 4049 | |
| 0.04 | 5208 | |
| 0.05 | 4951 | |
| 0.06 | 3444 | |
| 0.07 | 5672 | |
| 0.08 | 2816 | 2.2% |
| 0.09 | 1740 | 1.4% |
| Value | Count | Frequency (%) |
| 1 | 49059 | |
| 0.99 | 688 | 0.5% |
| 0.98 | 821 | 0.7% |
| 0.97 | 478 | 0.4% |
| 0.96 | 675 | 0.5% |
| 0.95 | 580 | 0.5% |
| 0.94 | 393 | 0.3% |
| 0.93 | 457 | 0.4% |
| 0.92 | 341 | 0.3% |
| 0.91 | 395 | 0.3% |
dst_host_diff_srv_rate
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 101 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.082951529 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 46989 |
| Zeros (%) | 37.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 984.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.02 |
| Q3 | 0.07 |
| 95-th percentile | 0.56 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.07 |
Descriptive statistics
| Standard deviation | 0.18892249 |
|---|---|
| Coefficient of variation (CV) | 2.2775046 |
| Kurtosis | 12.634273 |
| Mean | 0.082951529 |
| Median Absolute Deviation (MAD) | 0.02 |
| Skewness | 3.6095829 |
| Sum | 10449.57 |
| Variance | 0.035691708 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 46989 | |
| 0.07 | 16570 | 13.2% |
| 0.06 | 9787 | 7.8% |
| 0.01 | 9295 | 7.4% |
| 0.05 | 7321 | 5.8% |
| 0.08 | 7001 | 5.6% |
| 0.02 | 6716 | 5.3% |
| 0.03 | 3562 | 2.8% |
| 0.04 | 3091 | 2.5% |
| 0.09 | 2569 | 2.0% |
| Other values (91) | 13071 | 10.4% |
| Value | Count | Frequency (%) |
| 0 | 46989 | |
| 0.01 | 9295 | 7.4% |
| 0.02 | 6716 | 5.3% |
| 0.03 | 3562 | 2.8% |
| 0.04 | 3091 | 2.5% |
| 0.05 | 7321 | 5.8% |
| 0.06 | 9787 | 7.8% |
| 0.07 | 16570 | 13.2% |
| 0.08 | 7001 | 5.6% |
| 0.09 | 2569 | 2.0% |
| Value | Count | Frequency (%) |
| 1 | 2139 | |
| 0.99 | 31 | < 0.1% |
| 0.98 | 35 | < 0.1% |
| 0.97 | 86 | 0.1% |
| 0.96 | 63 | 0.1% |
| 0.95 | 87 | 0.1% |
| 0.94 | 45 | < 0.1% |
| 0.93 | 54 | < 0.1% |
| 0.92 | 40 | < 0.1% |
| 0.91 | 86 | 0.1% |
dst_host_same_src_port_rate
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 101 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.14837869 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 63023 |
| Zeros (%) | 50.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 984.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.06 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.06 |
Descriptive statistics
| Standard deviation | 0.30899835 |
|---|---|
| Coefficient of variation (CV) | 2.0824982 |
| Kurtosis | 2.7623614 |
| Mean | 0.14837869 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.0870329 |
| Sum | 18691.56 |
| Variance | 0.095479981 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 63023 | |
| 0.01 | 17657 | 14.0% |
| 1 | 10307 | 8.2% |
| 0.02 | 5743 | 4.6% |
| 0.03 | 3278 | 2.6% |
| 0.04 | 2096 | 1.7% |
| 0.05 | 1664 | 1.3% |
| 0.06 | 1299 | 1.0% |
| 0.08 | 1086 | 0.9% |
| 0.5 | 1077 | 0.9% |
| Other values (91) | 18742 | 14.9% |
| Value | Count | Frequency (%) |
| 0 | 63023 | |
| 0.01 | 17657 | 14.0% |
| 0.02 | 5743 | 4.6% |
| 0.03 | 3278 | 2.6% |
| 0.04 | 2096 | 1.7% |
| 0.05 | 1664 | 1.3% |
| 0.06 | 1299 | 1.0% |
| 0.07 | 1051 | 0.8% |
| 0.08 | 1086 | 0.9% |
| 0.09 | 712 | 0.6% |
| Value | Count | Frequency (%) |
| 1 | 10307 | |
| 0.99 | 139 | 0.1% |
| 0.98 | 192 | 0.2% |
| 0.97 | 145 | 0.1% |
| 0.96 | 229 | 0.2% |
| 0.95 | 220 | 0.2% |
| 0.94 | 113 | 0.1% |
| 0.93 | 159 | 0.1% |
| 0.92 | 124 | 0.1% |
| 0.91 | 149 | 0.1% |
dst_host_srv_diff_host_rate
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 75 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.032542708 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 86903 |
| Zeros (%) | 69.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 984.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.02 |
| 95-th percentile | 0.18 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.02 |
Descriptive statistics
| Standard deviation | 0.11256421 |
|---|---|
| Coefficient of variation (CV) | 3.4589689 |
| Kurtosis | 35.772928 |
| Mean | 0.032542708 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.5481513 |
| Sum | 4099.47 |
| Variance | 0.012670702 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 86903 | |
| 0.02 | 7952 | 6.3% |
| 0.01 | 7146 | 5.7% |
| 0.03 | 4723 | 3.7% |
| 0.04 | 4518 | 3.6% |
| 0.05 | 3048 | 2.4% |
| 0.5 | 1550 | 1.2% |
| 0.06 | 1330 | 1.1% |
| 0.07 | 1036 | 0.8% |
| 0.25 | 951 | 0.8% |
| Other values (65) | 6815 | 5.4% |
| Value | Count | Frequency (%) |
| 0 | 86903 | |
| 0.01 | 7146 | 5.7% |
| 0.02 | 7952 | 6.3% |
| 0.03 | 4723 | 3.7% |
| 0.04 | 4518 | 3.6% |
| 0.05 | 3048 | 2.4% |
| 0.06 | 1330 | 1.1% |
| 0.07 | 1036 | 0.8% |
| 0.08 | 488 | 0.4% |
| 0.09 | 414 | 0.3% |
| Value | Count | Frequency (%) |
| 1 | 691 | |
| 0.97 | 2 | < 0.1% |
| 0.93 | 1 | < 0.1% |
| 0.88 | 1 | < 0.1% |
| 0.86 | 2 | < 0.1% |
| 0.83 | 2 | < 0.1% |
| 0.8 | 4 | < 0.1% |
| 0.78 | 1 | < 0.1% |
| 0.75 | 17 | < 0.1% |
| 0.73 | 2 | < 0.1% |
dst_host_serror_rate
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 101 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.28445472 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 81385 |
| Zeros (%) | 64.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 984.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.44478509 |
|---|---|
| Coefficient of variation (CV) | 1.5636411 |
| Kurtosis | -1.0470193 |
| Mean | 0.28445472 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.96594003 |
| Sum | 35833.33 |
| Variance | 0.19783378 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 81385 | |
| 1 | 33562 | |
| 0.01 | 3345 | 2.7% |
| 0.02 | 1158 | 0.9% |
| 0.03 | 711 | 0.6% |
| 0.09 | 419 | 0.3% |
| 0.08 | 413 | 0.3% |
| 0.04 | 372 | 0.3% |
| 0.99 | 304 | 0.2% |
| 0.05 | 298 | 0.2% |
| Other values (91) | 4005 | 3.2% |
| Value | Count | Frequency (%) |
| 0 | 81385 | |
| 0.01 | 3345 | 2.7% |
| 0.02 | 1158 | 0.9% |
| 0.03 | 711 | 0.6% |
| 0.04 | 372 | 0.3% |
| 0.05 | 298 | 0.2% |
| 0.06 | 174 | 0.1% |
| 0.07 | 197 | 0.2% |
| 0.08 | 413 | 0.3% |
| 0.09 | 419 | 0.3% |
| Value | Count | Frequency (%) |
| 1 | 33562 | |
| 0.99 | 304 | 0.2% |
| 0.98 | 169 | 0.1% |
| 0.97 | 100 | 0.1% |
| 0.96 | 102 | 0.1% |
| 0.95 | 71 | 0.1% |
| 0.94 | 87 | 0.1% |
| 0.93 | 76 | 0.1% |
| 0.92 | 53 | < 0.1% |
| 0.91 | 48 | < 0.1% |
dst_host_srv_serror_rate
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 100 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.27848673 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 85359 |
| Zeros (%) | 67.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 984.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.4456702 |
|---|---|
| Coefficient of variation (CV) | 1.6003283 |
| Kurtosis | -1.0080163 |
| Mean | 0.27848673 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.99172136 |
| Sum | 35081.53 |
| Variance | 0.19862193 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 85359 | |
| 1 | 34256 | |
| 0.01 | 3762 | 3.0% |
| 0.02 | 640 | 0.5% |
| 0.03 | 160 | 0.1% |
| 0.04 | 111 | 0.1% |
| 0.5 | 107 | 0.1% |
| 0.05 | 76 | 0.1% |
| 0.08 | 72 | 0.1% |
| 0.07 | 71 | 0.1% |
| Other values (90) | 1358 | 1.1% |
| Value | Count | Frequency (%) |
| 0 | 85359 | |
| 0.01 | 3762 | 3.0% |
| 0.02 | 640 | 0.5% |
| 0.03 | 160 | 0.1% |
| 0.04 | 111 | 0.1% |
| 0.05 | 76 | 0.1% |
| 0.06 | 53 | < 0.1% |
| 0.07 | 71 | 0.1% |
| 0.08 | 72 | 0.1% |
| 0.09 | 57 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 34256 | |
| 0.98 | 53 | < 0.1% |
| 0.97 | 56 | < 0.1% |
| 0.96 | 44 | < 0.1% |
| 0.95 | 26 | < 0.1% |
| 0.94 | 22 | < 0.1% |
| 0.93 | 20 | < 0.1% |
| 0.92 | 26 | < 0.1% |
| 0.91 | 20 | < 0.1% |
| 0.9 | 15 | < 0.1% |
dst_host_rerror_rate
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 101 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.11883236 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 103178 |
| Zeros (%) | 81.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 984.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.30655861 |
|---|---|
| Coefficient of variation (CV) | 2.579757 |
| Kurtosis | 3.6926841 |
| Mean | 0.11883236 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.3474327 |
| Sum | 14969.55 |
| Variance | 0.093978183 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 103178 | |
| 1 | 10298 | 8.2% |
| 0.01 | 1800 | 1.4% |
| 0.02 | 1222 | 1.0% |
| 0.03 | 497 | 0.4% |
| 0.05 | 408 | 0.3% |
| 0.04 | 397 | 0.3% |
| 0.91 | 267 | 0.2% |
| 0.92 | 257 | 0.2% |
| 0.89 | 244 | 0.2% |
| Other values (91) | 7404 | 5.9% |
| Value | Count | Frequency (%) |
| 0 | 103178 | |
| 0.01 | 1800 | 1.4% |
| 0.02 | 1222 | 1.0% |
| 0.03 | 497 | 0.4% |
| 0.04 | 397 | 0.3% |
| 0.05 | 408 | 0.3% |
| 0.06 | 220 | 0.2% |
| 0.07 | 164 | 0.1% |
| 0.08 | 147 | 0.1% |
| 0.09 | 104 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 10298 | |
| 0.99 | 52 | < 0.1% |
| 0.98 | 68 | 0.1% |
| 0.97 | 106 | 0.1% |
| 0.96 | 168 | 0.1% |
| 0.95 | 123 | 0.1% |
| 0.94 | 135 | 0.1% |
| 0.93 | 111 | 0.1% |
| 0.92 | 257 | 0.2% |
| 0.91 | 267 | 0.2% |
dst_host_srv_rerror_rate
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 101 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.12024085 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 106615 |
| Zeros (%) | 84.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 984.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.31946048 |
|---|---|
| Coefficient of variation (CV) | 2.6568382 |
| Kurtosis | 3.5205967 |
| Mean | 0.12024085 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.3379124 |
| Sum | 15146.98 |
| Variance | 0.102055 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 106615 | |
| 1 | 13231 | 10.5% |
| 0.01 | 1390 | 1.1% |
| 0.02 | 580 | 0.5% |
| 0.03 | 352 | 0.3% |
| 0.05 | 351 | 0.3% |
| 0.04 | 344 | 0.3% |
| 0.98 | 189 | 0.2% |
| 0.99 | 188 | 0.1% |
| 0.06 | 185 | 0.1% |
| Other values (91) | 2547 | 2.0% |
| Value | Count | Frequency (%) |
| 0 | 106615 | |
| 0.01 | 1390 | 1.1% |
| 0.02 | 580 | 0.5% |
| 0.03 | 352 | 0.3% |
| 0.04 | 344 | 0.3% |
| 0.05 | 351 | 0.3% |
| 0.06 | 185 | 0.1% |
| 0.07 | 97 | 0.1% |
| 0.08 | 66 | 0.1% |
| 0.09 | 39 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 13231 | |
| 0.99 | 188 | 0.1% |
| 0.98 | 189 | 0.2% |
| 0.97 | 103 | 0.1% |
| 0.96 | 78 | 0.1% |
| 0.95 | 73 | 0.1% |
| 0.94 | 75 | 0.1% |
| 0.93 | 50 | < 0.1% |
| 0.92 | 38 | < 0.1% |
| 0.91 | 51 | < 0.1% |
attack
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 23 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 984.3 KiB |
| normal | |
|---|---|
| neptune | |
| satan | 3633 |
| ipsweep | 3599 |
| portsweep | 2931 |
| Other values (18) |
Length
| Max length | 15 |
|---|---|
| Median length | 6 |
| Mean length | 6.3869908 |
| Min length | 3 |
Characters and Unicode
| Total characters | 804582 |
|---|---|
| Distinct characters | 24 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | normal |
|---|---|
| 2nd row | neptune |
| 3rd row | normal |
| 4th row | normal |
| 5th row | neptune |
Common Values
| Value | Count | Frequency (%) |
| normal | 67342 | |
| neptune | 41214 | |
| satan | 3633 | 2.9% |
| ipsweep | 3599 | 2.9% |
| portsweep | 2931 | 2.3% |
| smurf | 2646 | 2.1% |
| nmap | 1493 | 1.2% |
| back | 956 | 0.8% |
| teardrop | 892 | 0.7% |
| warezclient | 890 | 0.7% |
| Other values (13) | 376 | 0.3% |
Length
| Value | Count | Frequency (%) |
| normal | 67342 | |
| neptune | 41214 | |
| satan | 3633 | 2.9% |
| ipsweep | 3599 | 2.9% |
| portsweep | 2931 | 2.3% |
| smurf | 2646 | 2.1% |
| nmap | 1493 | 1.2% |
| back | 956 | 0.8% |
| teardrop | 892 | 0.7% |
| warezclient | 890 | 0.7% |
| Other values (13) | 376 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 155804 | |
| e | 98333 | |
| a | 78970 | |
| r | 75714 | |
| m | 71528 | |
| o | 71471 | |
| l | 68308 | |
| p | 56948 | 7.1% |
| t | 49623 | 6.2% |
| u | 43959 | 5.5% |
| Other values (14) | 33924 | 4.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 804491 | |
| Connector Punctuation | 91 | < 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 155804 | |
| e | 98333 | |
| a | 78970 | |
| r | 75714 | |
| m | 71528 | |
| o | 71471 | |
| l | 68308 | |
| p | 56948 | 7.1% |
| t | 49623 | 6.2% |
| u | 43959 | 5.5% |
| Other values (13) | 33833 | 4.2% |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 91 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 804491 | |
| Common | 91 | < 0.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 155804 | |
| e | 98333 | |
| a | 78970 | |
| r | 75714 | |
| m | 71528 | |
| o | 71471 | |
| l | 68308 | |
| p | 56948 | 7.1% |
| t | 49623 | 6.2% |
| u | 43959 | 5.5% |
| Other values (13) | 33833 | 4.2% |
Common
| Value | Count | Frequency (%) |
| _ | 91 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 804582 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 155804 | |
| e | 98333 | |
| a | 78970 | |
| r | 75714 | |
| m | 71528 | |
| o | 71471 | |
| l | 68308 | |
| p | 56948 | 7.1% |
| t | 49623 | 6.2% |
| u | 43959 | 5.5% |
| Other values (14) | 33924 | 4.2% |
last_flag
Real number (ℝ)
| Distinct | 22 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.504056 |
| Minimum | 0 |
|---|---|
| Maximum | 21 |
| Zeros | 66 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 984.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 15 |
| Q1 | 18 |
| median | 20 |
| Q3 | 21 |
| 95-th percentile | 21 |
| Maximum | 21 |
| Range | 21 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.2915116 |
|---|---|
| Coefficient of variation (CV) | 0.11748898 |
| Kurtosis | 13.369134 |
| Mean | 19.504056 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -2.8967599 |
| Sum | 2456965 |
| Variance | 5.2510255 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 21 | 62557 | |
| 18 | 20667 | 16.4% |
| 20 | 19338 | 15.4% |
| 19 | 10284 | 8.2% |
| 15 | 3990 | 3.2% |
| 17 | 3074 | 2.4% |
| 16 | 2393 | 1.9% |
| 12 | 729 | 0.6% |
| 14 | 674 | 0.5% |
| 11 | 641 | 0.5% |
| Other values (12) | 1625 | 1.3% |
| Value | Count | Frequency (%) |
| 0 | 66 | 0.1% |
| 1 | 62 | < 0.1% |
| 2 | 54 | < 0.1% |
| 3 | 65 | 0.1% |
| 4 | 79 | |
| 5 | 81 | |
| 6 | 96 | |
| 7 | 118 | |
| 8 | 106 | |
| 9 | 194 |
| Value | Count | Frequency (%) |
| 21 | 62557 | |
| 20 | 19338 | 15.4% |
| 19 | 10284 | 8.2% |
| 18 | 20667 | 16.4% |
| 17 | 3074 | 2.4% |
| 16 | 2393 | 1.9% |
| 15 | 3990 | 3.2% |
| 14 | 674 | 0.5% |
| 13 | 451 | 0.4% |
| 12 | 729 | 0.6% |
attack_class
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 984.3 KiB |
| 0.0 | |
|---|---|
| 1.0 | |
| 2.0 | |
| 3.0 | 995 |
| 4.0 | 52 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 377916 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 67342 | |
| 1.0 | 45927 | |
| 2.0 | 11656 | 9.3% |
| 3.0 | 995 | 0.8% |
| 4.0 | 52 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 67342 | |
| 1.0 | 45927 | |
| 2.0 | 11656 | 9.3% |
| 3.0 | 995 | 0.8% |
| 4.0 | 52 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 193314 | |
| . | 125972 | |
| 1 | 45927 | 12.2% |
| 2 | 11656 | 3.1% |
| 3 | 995 | 0.3% |
| 4 | 52 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 251944 | |
| Other Punctuation | 125972 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 193314 | |
| 1 | 45927 | 18.2% |
| 2 | 11656 | 4.6% |
| 3 | 995 | 0.4% |
| 4 | 52 | < 0.1% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 125972 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 377916 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 193314 | |
| . | 125972 | |
| 1 | 45927 | 12.2% |
| 2 | 11656 | 3.1% |
| 3 | 995 | 0.3% |
| 4 | 52 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 377916 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 193314 | |
| . | 125972 | |
| 1 | 45927 | 12.2% |
| 2 | 11656 | 3.1% |
| 3 | 995 | 0.3% |
| 4 | 52 | < 0.1% |
| duration | src_bytes | dst_bytes | hot | num_failed_logins | num_compromised | num_root | num_file_creations | num_access_files | count | srv_count | serror_rate | srv_serror_rate | rerror_rate | srv_rerror_rate | same_srv_rate | diff_srv_rate | srv_diff_host_rate | dst_host_count | dst_host_srv_count | dst_host_same_srv_rate | dst_host_diff_srv_rate | dst_host_same_src_port_rate | dst_host_srv_diff_host_rate | dst_host_serror_rate | dst_host_srv_serror_rate | dst_host_rerror_rate | dst_host_srv_rerror_rate | last_flag | protocol_type | service | flag | land | wrong_fragment | urgent | logged_in | root_shell | su_attempted | num_shells | is_host_login | is_guest_login | attack | attack_class | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| duration | 1.000 | 0.226 | 0.149 | 0.229 | 0.058 | 0.080 | 0.042 | 0.087 | 0.048 | -0.324 | -0.319 | -0.185 | -0.182 | 0.051 | 0.046 | 0.169 | -0.140 | 0.016 | -0.067 | -0.156 | -0.140 | 0.196 | 0.182 | -0.027 | -0.156 | -0.153 | 0.065 | 0.069 | -0.008 | 0.082 | 0.160 | 0.185 | 0.000 | 0.000 | 0.009 | 0.065 | 0.163 | 0.182 | 0.000 | 0.000 | 0.019 | 0.164 | 0.125 |
| src_bytes | 0.226 | 1.000 | 0.700 | 0.204 | 0.013 | 0.155 | 0.081 | 0.073 | 0.063 | -0.524 | -0.053 | -0.674 | -0.653 | -0.363 | -0.344 | 0.753 | -0.705 | 0.289 | -0.405 | 0.621 | 0.617 | -0.525 | 0.377 | 0.344 | -0.624 | -0.609 | -0.230 | -0.259 | 0.280 | 0.000 | 0.007 | 0.090 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.013 | 0.008 |
| dst_bytes | 0.149 | 0.700 | 1.000 | 0.200 | 0.025 | 0.171 | -0.013 | 0.040 | 0.068 | -0.440 | -0.017 | -0.536 | -0.510 | -0.300 | -0.278 | 0.630 | -0.608 | 0.310 | -0.342 | 0.708 | 0.667 | -0.625 | 0.059 | 0.327 | -0.519 | -0.483 | -0.219 | -0.186 | 0.460 | 0.000 | 0.000 | 0.023 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.018 | 0.009 |
| hot | 0.229 | 0.204 | 0.200 | 1.000 | 0.093 | 0.515 | 0.009 | 0.053 | 0.002 | -0.153 | -0.143 | -0.086 | -0.083 | -0.009 | 0.012 | 0.107 | -0.104 | -0.028 | -0.069 | 0.005 | 0.063 | -0.060 | -0.002 | -0.066 | -0.064 | -0.070 | 0.095 | 0.095 | -0.152 | 0.026 | 0.275 | 0.026 | 0.000 | 0.000 | 0.000 | 0.099 | 0.046 | 0.012 | 0.015 | 0.000 | 0.821 | 0.154 | 0.177 |
| num_failed_logins | 0.058 | 0.013 | 0.025 | 0.093 | 1.000 | 0.035 | 0.037 | 0.063 | 0.003 | -0.038 | -0.040 | -0.018 | -0.018 | 0.031 | 0.030 | 0.023 | -0.022 | -0.017 | -0.031 | -0.019 | 0.007 | -0.003 | 0.015 | -0.018 | 0.007 | 0.008 | 0.030 | 0.029 | -0.049 | 0.008 | 0.079 | 0.052 | 0.000 | 0.000 | 0.211 | 0.015 | 0.044 | 0.105 | 0.000 | 0.000 | 0.015 | 0.313 | 0.080 |
| num_compromised | 0.080 | 0.155 | 0.171 | 0.515 | 0.035 | 1.000 | 0.165 | 0.112 | 0.093 | -0.087 | -0.079 | -0.062 | -0.060 | -0.002 | 0.027 | 0.076 | -0.075 | -0.014 | -0.047 | 0.007 | 0.069 | -0.068 | -0.002 | -0.053 | -0.031 | -0.028 | 0.125 | 0.148 | -0.153 | 0.000 | 0.031 | 0.029 | 0.000 | 0.000 | 0.086 | 0.010 | 0.243 | 0.291 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| num_root | 0.042 | 0.081 | -0.013 | 0.009 | 0.037 | 0.165 | 1.000 | 0.111 | 0.101 | -0.080 | -0.080 | -0.043 | -0.041 | -0.025 | -0.026 | 0.050 | -0.044 | -0.027 | -0.054 | -0.031 | -0.021 | 0.039 | 0.061 | 0.035 | -0.032 | -0.023 | -0.011 | -0.013 | -0.002 | 0.000 | 0.039 | 0.029 | 0.000 | 0.000 | 0.071 | 0.013 | 0.288 | 0.344 | 0.000 | 0.000 | 0.000 | 0.000 | 0.002 |
| num_file_creations | 0.087 | 0.073 | 0.040 | 0.053 | 0.063 | 0.112 | 0.111 | 1.000 | 0.062 | -0.052 | -0.051 | -0.022 | -0.024 | -0.015 | -0.015 | 0.031 | -0.029 | -0.008 | -0.021 | -0.021 | -0.010 | 0.019 | 0.016 | 0.002 | -0.001 | -0.007 | 0.001 | 0.002 | -0.016 | 0.000 | 0.054 | 0.033 | 0.000 | 0.000 | 0.086 | 0.029 | 0.111 | 0.164 | 0.076 | 0.000 | 0.004 | 0.022 | 0.009 |
| num_access_files | 0.048 | 0.063 | 0.068 | 0.002 | 0.003 | 0.093 | 0.101 | 0.062 | 1.000 | -0.054 | -0.044 | -0.032 | -0.030 | -0.019 | -0.008 | 0.040 | -0.039 | 0.009 | -0.000 | 0.012 | 0.011 | 0.002 | -0.015 | -0.012 | -0.023 | -0.023 | -0.010 | -0.007 | 0.021 | 0.016 | 0.040 | 0.015 | 0.000 | 0.000 | 0.017 | 0.067 | 0.407 | 0.466 | 0.026 | 0.000 | 0.000 | 0.052 | 0.024 |
| count | -0.324 | -0.524 | -0.440 | -0.153 | -0.038 | -0.087 | -0.080 | -0.052 | -0.054 | 1.000 | 0.519 | 0.578 | 0.542 | 0.071 | 0.065 | -0.720 | 0.617 | -0.325 | 0.620 | -0.325 | -0.429 | 0.362 | -0.546 | -0.531 | 0.536 | 0.505 | 0.022 | 0.024 | -0.153 | 0.281 | 0.382 | 0.254 | 0.006 | 0.110 | 0.000 | 0.649 | 0.028 | 0.012 | 0.007 | 0.000 | 0.079 | 0.361 | 0.398 |
| srv_count | -0.319 | -0.053 | -0.017 | -0.143 | -0.040 | -0.079 | -0.080 | -0.051 | -0.044 | 0.519 | 1.000 | 0.073 | 0.108 | -0.208 | -0.208 | 0.032 | -0.039 | 0.235 | 0.218 | 0.300 | 0.257 | -0.241 | -0.197 | -0.122 | 0.046 | 0.080 | -0.213 | -0.220 | -0.053 | 0.547 | 0.360 | 0.083 | 0.000 | 0.268 | 0.000 | 0.229 | 0.007 | 0.000 | 0.000 | 0.000 | 0.029 | 0.301 | 0.116 |
| serror_rate | -0.185 | -0.674 | -0.536 | -0.086 | -0.018 | -0.062 | -0.043 | -0.022 | -0.032 | 0.578 | 0.073 | 1.000 | 0.973 | -0.174 | -0.179 | -0.755 | 0.674 | -0.325 | 0.430 | -0.523 | -0.573 | 0.485 | -0.485 | -0.389 | 0.936 | 0.922 | -0.227 | -0.206 | -0.162 | 0.217 | 0.246 | 0.391 | 0.023 | 0.138 | 0.000 | 0.494 | 0.017 | 0.000 | 0.003 | 0.000 | 0.061 | 0.311 | 0.403 |
| srv_serror_rate | -0.182 | -0.653 | -0.510 | -0.083 | -0.018 | -0.060 | -0.041 | -0.024 | -0.030 | 0.542 | 0.108 | 0.973 | 1.000 | -0.222 | -0.237 | -0.706 | 0.625 | -0.305 | 0.411 | -0.479 | -0.528 | 0.439 | -0.471 | -0.369 | 0.919 | 0.942 | -0.276 | -0.259 | -0.138 | 0.215 | 0.237 | 0.377 | 0.021 | 0.041 | 0.000 | 0.496 | 0.016 | 0.000 | 0.002 | 0.000 | 0.060 | 0.310 | 0.397 |
| rerror_rate | 0.051 | -0.363 | -0.300 | -0.009 | 0.031 | -0.002 | -0.025 | -0.015 | -0.019 | 0.071 | -0.208 | -0.174 | -0.222 | 1.000 | 0.966 | -0.223 | 0.234 | -0.149 | 0.083 | -0.312 | -0.292 | 0.288 | -0.014 | -0.078 | -0.179 | -0.224 | 0.839 | 0.884 | -0.150 | 0.127 | 0.147 | 0.370 | 0.024 | 0.024 | 0.000 | 0.290 | 0.012 | 0.000 | 0.000 | 0.000 | 0.035 | 0.250 | 0.210 |
| srv_rerror_rate | 0.046 | -0.344 | -0.278 | 0.012 | 0.030 | 0.027 | -0.026 | -0.015 | -0.008 | 0.065 | -0.208 | -0.179 | -0.237 | 0.966 | 1.000 | -0.210 | 0.213 | -0.121 | 0.075 | -0.297 | -0.275 | 0.273 | -0.020 | -0.075 | -0.187 | -0.238 | 0.831 | 0.894 | -0.141 | 0.128 | 0.112 | 0.361 | 0.000 | 0.024 | 0.000 | 0.293 | 0.006 | 0.000 | 0.000 | 0.000 | 0.035 | 0.211 | 0.180 |
| same_srv_rate | 0.169 | 0.753 | 0.630 | 0.107 | 0.023 | 0.076 | 0.050 | 0.031 | 0.040 | -0.720 | 0.032 | -0.755 | -0.706 | -0.223 | -0.210 | 1.000 | -0.920 | 0.385 | -0.541 | 0.699 | 0.758 | -0.651 | 0.525 | 0.488 | -0.717 | -0.678 | -0.144 | -0.157 | 0.177 | 0.211 | 0.320 | 0.296 | 0.006 | 0.045 | 0.000 | 0.606 | 0.027 | 0.011 | 0.007 | 0.000 | 0.072 | 0.321 | 0.419 |
| diff_srv_rate | -0.140 | -0.705 | -0.608 | -0.104 | -0.022 | -0.075 | -0.044 | -0.029 | -0.039 | 0.617 | -0.039 | 0.674 | 0.625 | 0.234 | 0.213 | -0.920 | 1.000 | -0.376 | 0.526 | -0.668 | -0.727 | 0.646 | -0.443 | -0.482 | 0.645 | 0.597 | 0.156 | 0.160 | -0.211 | 0.119 | 0.160 | 0.146 | 0.000 | 0.016 | 0.000 | 0.174 | 0.000 | 0.000 | 0.000 | 0.000 | 0.017 | 0.224 | 0.202 |
| srv_diff_host_rate | 0.016 | 0.289 | 0.310 | -0.028 | -0.017 | -0.014 | -0.027 | -0.008 | 0.009 | -0.325 | 0.235 | -0.325 | -0.305 | -0.149 | -0.121 | 0.385 | -0.376 | 1.000 | -0.311 | 0.396 | 0.442 | -0.404 | 0.160 | 0.342 | -0.327 | -0.301 | -0.136 | -0.125 | 0.138 | 0.278 | 0.258 | 0.109 | 0.041 | 0.107 | 0.000 | 0.335 | 0.011 | 0.000 | 0.000 | 0.000 | 0.040 | 0.212 | 0.221 |
| dst_host_count | -0.067 | -0.405 | -0.342 | -0.069 | -0.031 | -0.047 | -0.054 | -0.021 | -0.000 | 0.620 | 0.218 | 0.430 | 0.411 | 0.083 | 0.075 | -0.541 | 0.526 | -0.311 | 1.000 | -0.350 | -0.532 | 0.435 | -0.693 | -0.838 | 0.423 | 0.380 | 0.052 | 0.030 | -0.127 | 0.229 | 0.243 | 0.161 | 0.033 | 0.052 | 0.005 | 0.464 | 0.030 | 0.011 | 0.015 | 0.000 | 0.074 | 0.232 | 0.278 |
| dst_host_srv_count | -0.156 | 0.621 | 0.708 | 0.005 | -0.019 | 0.007 | -0.031 | -0.021 | 0.012 | -0.325 | 0.300 | -0.523 | -0.479 | -0.312 | -0.297 | 0.699 | -0.668 | 0.396 | -0.350 | 1.000 | 0.919 | -0.841 | 0.152 | 0.448 | -0.528 | -0.469 | -0.265 | -0.249 | 0.382 | 0.253 | 0.405 | 0.252 | 0.014 | 0.119 | 0.000 | 0.649 | 0.008 | 0.016 | 0.022 | 0.000 | 0.163 | 0.296 | 0.386 |
| dst_host_same_srv_rate | -0.140 | 0.617 | 0.667 | 0.063 | 0.007 | 0.069 | -0.021 | -0.010 | 0.011 | -0.429 | 0.257 | -0.573 | -0.528 | -0.292 | -0.275 | 0.758 | -0.727 | 0.442 | -0.532 | 0.919 | 1.000 | -0.899 | 0.305 | 0.539 | -0.582 | -0.515 | -0.247 | -0.220 | 0.271 | 0.219 | 0.415 | 0.266 | 0.010 | 0.135 | 0.004 | 0.630 | 0.027 | 0.036 | 0.025 | 0.000 | 0.241 | 0.298 | 0.379 |
| dst_host_diff_srv_rate | 0.196 | -0.525 | -0.625 | -0.060 | -0.003 | -0.068 | 0.039 | 0.019 | 0.002 | 0.362 | -0.241 | 0.485 | 0.439 | 0.288 | 0.273 | -0.651 | 0.646 | -0.404 | 0.435 | -0.841 | -0.899 | 1.000 | -0.213 | -0.490 | 0.505 | 0.434 | 0.268 | 0.224 | -0.260 | 0.173 | 0.212 | 0.218 | 0.007 | 0.075 | 0.011 | 0.176 | 0.010 | 0.016 | 0.000 | 0.027 | 0.030 | 0.276 | 0.294 |
| dst_host_same_src_port_rate | 0.182 | 0.377 | 0.059 | -0.002 | 0.015 | -0.002 | 0.061 | 0.016 | -0.015 | -0.546 | -0.197 | -0.485 | -0.471 | -0.014 | -0.020 | 0.525 | -0.443 | 0.160 | -0.693 | 0.152 | 0.305 | -0.213 | 1.000 | 0.561 | -0.455 | -0.450 | 0.039 | -0.008 | -0.124 | 0.436 | 0.287 | 0.151 | 0.037 | 0.149 | 0.004 | 0.212 | 0.006 | 0.000 | 0.031 | 0.000 | 0.039 | 0.272 | 0.292 |
| dst_host_srv_diff_host_rate | -0.027 | 0.344 | 0.327 | -0.066 | -0.018 | -0.053 | 0.035 | 0.002 | -0.012 | -0.531 | -0.122 | -0.389 | -0.369 | -0.078 | -0.075 | 0.488 | -0.482 | 0.342 | -0.838 | 0.448 | 0.539 | -0.490 | 0.561 | 1.000 | -0.385 | -0.340 | -0.062 | -0.038 | 0.213 | 0.439 | 0.295 | 0.089 | 0.101 | 0.054 | 0.103 | 0.144 | 0.028 | 0.020 | 0.000 | 0.000 | 0.020 | 0.357 | 0.289 |
| dst_host_serror_rate | -0.156 | -0.624 | -0.519 | -0.064 | 0.007 | -0.031 | -0.032 | -0.001 | -0.023 | 0.536 | 0.046 | 0.936 | 0.919 | -0.179 | -0.187 | -0.717 | 0.645 | -0.327 | 0.423 | -0.528 | -0.582 | 0.505 | -0.455 | -0.385 | 1.000 | 0.919 | -0.195 | -0.206 | -0.175 | 0.213 | 0.250 | 0.343 | 0.023 | 0.079 | 0.000 | 0.497 | 0.028 | 0.038 | 0.016 | 0.068 | 0.062 | 0.315 | 0.410 |
| dst_host_srv_serror_rate | -0.153 | -0.609 | -0.483 | -0.070 | 0.008 | -0.028 | -0.023 | -0.007 | -0.023 | 0.505 | 0.080 | 0.922 | 0.942 | -0.224 | -0.238 | -0.678 | 0.597 | -0.301 | 0.380 | -0.469 | -0.515 | 0.434 | -0.450 | -0.340 | 0.919 | 1.000 | -0.272 | -0.250 | -0.116 | 0.211 | 0.255 | 0.374 | 0.101 | 0.041 | 0.000 | 0.496 | 0.068 | 0.081 | 0.053 | 0.063 | 0.061 | 0.299 | 0.398 |
| dst_host_rerror_rate | 0.065 | -0.230 | -0.219 | 0.095 | 0.030 | 0.125 | -0.011 | 0.001 | -0.010 | 0.022 | -0.213 | -0.227 | -0.276 | 0.839 | 0.831 | -0.144 | 0.156 | -0.136 | 0.052 | -0.265 | -0.247 | 0.268 | 0.039 | -0.062 | -0.195 | -0.272 | 1.000 | 0.880 | -0.191 | 0.124 | 0.146 | 0.327 | 0.000 | 0.152 | 0.000 | 0.278 | 0.017 | 0.009 | 0.006 | 0.000 | 0.033 | 0.239 | 0.237 |
| dst_host_srv_rerror_rate | 0.069 | -0.259 | -0.186 | 0.095 | 0.029 | 0.148 | -0.013 | 0.002 | -0.007 | 0.024 | -0.220 | -0.206 | -0.259 | 0.884 | 0.894 | -0.157 | 0.160 | -0.125 | 0.030 | -0.249 | -0.220 | 0.224 | -0.008 | -0.038 | -0.206 | -0.250 | 0.880 | 1.000 | -0.135 | 0.128 | 0.150 | 0.356 | 0.000 | 0.024 | 0.000 | 0.283 | 0.079 | 0.062 | 0.000 | 0.000 | 0.051 | 0.182 | 0.193 |
| last_flag | -0.008 | 0.280 | 0.460 | -0.152 | -0.049 | -0.153 | -0.002 | -0.016 | 0.021 | -0.153 | -0.053 | -0.162 | -0.138 | -0.150 | -0.141 | 0.177 | -0.211 | 0.138 | -0.127 | 0.382 | 0.271 | -0.260 | -0.124 | 0.213 | -0.175 | -0.116 | -0.191 | -0.135 | 1.000 | 0.341 | 0.241 | 0.151 | 0.078 | 0.195 | 0.039 | 0.370 | 0.119 | 0.033 | 0.061 | 0.000 | 0.188 | 0.378 | 0.421 |
| protocol_type | 0.082 | 0.000 | 0.000 | 0.026 | 0.008 | 0.000 | 0.000 | 0.000 | 0.016 | 0.281 | 0.547 | 0.217 | 0.215 | 0.127 | 0.128 | 0.211 | 0.119 | 0.278 | 0.229 | 0.253 | 0.219 | 0.173 | 0.436 | 0.439 | 0.213 | 0.211 | 0.124 | 0.128 | 0.341 | 1.000 | 0.923 | 0.278 | 0.005 | 0.192 | 0.000 | 0.385 | 0.017 | 0.007 | 0.005 | 0.000 | 0.046 | 0.664 | 0.319 |
| service | 0.160 | 0.007 | 0.000 | 0.275 | 0.079 | 0.031 | 0.039 | 0.054 | 0.040 | 0.382 | 0.360 | 0.246 | 0.237 | 0.147 | 0.112 | 0.320 | 0.160 | 0.258 | 0.243 | 0.405 | 0.415 | 0.212 | 0.287 | 0.295 | 0.250 | 0.255 | 0.146 | 0.150 | 0.241 | 0.923 | 1.000 | 0.298 | 0.111 | 0.216 | 0.025 | 0.869 | 0.161 | 0.125 | 0.048 | 0.000 | 0.820 | 0.355 | 0.557 |
| flag | 0.185 | 0.090 | 0.023 | 0.026 | 0.052 | 0.029 | 0.029 | 0.033 | 0.015 | 0.254 | 0.083 | 0.391 | 0.377 | 0.370 | 0.361 | 0.296 | 0.146 | 0.109 | 0.161 | 0.252 | 0.266 | 0.218 | 0.151 | 0.089 | 0.343 | 0.374 | 0.327 | 0.356 | 0.151 | 0.278 | 0.298 | 1.000 | 0.021 | 0.054 | 0.000 | 0.653 | 0.053 | 0.051 | 0.007 | 0.000 | 0.079 | 0.435 | 0.490 |
| land | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.006 | 0.000 | 0.023 | 0.021 | 0.024 | 0.000 | 0.006 | 0.000 | 0.041 | 0.033 | 0.014 | 0.010 | 0.007 | 0.037 | 0.101 | 0.023 | 0.101 | 0.000 | 0.000 | 0.078 | 0.005 | 0.111 | 0.021 | 1.000 | 0.000 | 0.000 | 0.010 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.848 | 0.009 |
| wrong_fragment | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.110 | 0.268 | 0.138 | 0.041 | 0.024 | 0.024 | 0.045 | 0.016 | 0.107 | 0.052 | 0.119 | 0.135 | 0.075 | 0.149 | 0.054 | 0.079 | 0.041 | 0.152 | 0.024 | 0.195 | 0.192 | 0.216 | 0.054 | 0.000 | 1.000 | 0.000 | 0.076 | 0.000 | 0.000 | 0.000 | 0.000 | 0.008 | 0.984 | 0.087 |
| urgent | 0.009 | 0.000 | 0.000 | 0.000 | 0.211 | 0.086 | 0.071 | 0.086 | 0.017 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.005 | 0.000 | 0.004 | 0.011 | 0.004 | 0.103 | 0.000 | 0.000 | 0.000 | 0.000 | 0.039 | 0.000 | 0.025 | 0.000 | 0.000 | 0.000 | 1.000 | 0.007 | 0.112 | 0.098 | 0.000 | 0.000 | 0.000 | 0.169 | 0.038 |
| logged_in | 0.065 | 0.000 | 0.000 | 0.099 | 0.015 | 0.010 | 0.013 | 0.029 | 0.067 | 0.649 | 0.229 | 0.494 | 0.496 | 0.290 | 0.293 | 0.606 | 0.174 | 0.335 | 0.464 | 0.649 | 0.630 | 0.176 | 0.212 | 0.144 | 0.497 | 0.496 | 0.278 | 0.283 | 0.370 | 0.385 | 0.869 | 0.653 | 0.010 | 0.076 | 0.007 | 1.000 | 0.045 | 0.031 | 0.024 | 0.000 | 0.120 | 0.733 | 0.710 |
| root_shell | 0.163 | 0.000 | 0.000 | 0.046 | 0.044 | 0.243 | 0.288 | 0.111 | 0.407 | 0.028 | 0.007 | 0.017 | 0.016 | 0.012 | 0.006 | 0.027 | 0.000 | 0.011 | 0.030 | 0.008 | 0.027 | 0.010 | 0.006 | 0.028 | 0.028 | 0.068 | 0.017 | 0.079 | 0.119 | 0.017 | 0.161 | 0.053 | 0.000 | 0.000 | 0.112 | 0.045 | 1.000 | 0.610 | 0.145 | 0.000 | 0.000 | 0.342 | 0.278 |
| su_attempted | 0.182 | 0.000 | 0.000 | 0.012 | 0.105 | 0.291 | 0.344 | 0.164 | 0.466 | 0.012 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.011 | 0.000 | 0.000 | 0.011 | 0.016 | 0.036 | 0.016 | 0.000 | 0.020 | 0.038 | 0.081 | 0.009 | 0.062 | 0.033 | 0.007 | 0.125 | 0.051 | 0.000 | 0.000 | 0.098 | 0.031 | 0.610 | 1.000 | 0.023 | 0.000 | 0.000 | 0.110 | 0.016 |
| num_shells | 0.000 | 0.000 | 0.000 | 0.015 | 0.000 | 0.000 | 0.000 | 0.076 | 0.026 | 0.007 | 0.000 | 0.003 | 0.002 | 0.000 | 0.000 | 0.007 | 0.000 | 0.000 | 0.015 | 0.022 | 0.025 | 0.000 | 0.031 | 0.000 | 0.016 | 0.053 | 0.006 | 0.000 | 0.061 | 0.005 | 0.048 | 0.007 | 0.000 | 0.000 | 0.000 | 0.024 | 0.145 | 0.023 | 1.000 | 0.000 | 0.000 | 0.319 | 0.100 |
| is_host_login | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.027 | 0.000 | 0.000 | 0.068 | 0.063 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 |
| is_guest_login | 0.019 | 0.000 | 0.000 | 0.821 | 0.015 | 0.000 | 0.000 | 0.004 | 0.000 | 0.079 | 0.029 | 0.061 | 0.060 | 0.035 | 0.035 | 0.072 | 0.017 | 0.040 | 0.074 | 0.163 | 0.241 | 0.030 | 0.039 | 0.020 | 0.062 | 0.061 | 0.033 | 0.051 | 0.188 | 0.046 | 0.820 | 0.079 | 0.000 | 0.008 | 0.000 | 0.120 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.301 | 0.290 |
| attack | 0.164 | 0.013 | 0.018 | 0.154 | 0.313 | 0.000 | 0.000 | 0.022 | 0.052 | 0.361 | 0.301 | 0.311 | 0.310 | 0.250 | 0.211 | 0.321 | 0.224 | 0.212 | 0.232 | 0.296 | 0.298 | 0.276 | 0.272 | 0.357 | 0.315 | 0.299 | 0.239 | 0.182 | 0.378 | 0.664 | 0.355 | 0.435 | 0.848 | 0.984 | 0.169 | 0.733 | 0.342 | 0.110 | 0.319 | 0.000 | 0.301 | 1.000 | 1.000 |
| attack_class | 0.125 | 0.008 | 0.009 | 0.177 | 0.080 | 0.000 | 0.002 | 0.009 | 0.024 | 0.398 | 0.116 | 0.403 | 0.397 | 0.210 | 0.180 | 0.419 | 0.202 | 0.221 | 0.278 | 0.386 | 0.379 | 0.294 | 0.292 | 0.289 | 0.410 | 0.398 | 0.237 | 0.193 | 0.421 | 0.319 | 0.557 | 0.490 | 0.009 | 0.087 | 0.038 | 0.710 | 0.278 | 0.016 | 0.100 | 0.000 | 0.290 | 1.000 | 1.000 |
| duration | protocol_type | service | flag | src_bytes | dst_bytes | land | wrong_fragment | urgent | hot | num_failed_logins | logged_in | num_compromised | root_shell | su_attempted | num_root | num_file_creations | num_shells | num_access_files | num_outbound_cmds | is_host_login | is_guest_login | count | srv_count | serror_rate | srv_serror_rate | rerror_rate | srv_rerror_rate | same_srv_rate | diff_srv_rate | srv_diff_host_rate | dst_host_count | dst_host_srv_count | dst_host_same_srv_rate | dst_host_diff_srv_rate | dst_host_same_src_port_rate | dst_host_srv_diff_host_rate | dst_host_serror_rate | dst_host_srv_serror_rate | dst_host_rerror_rate | dst_host_srv_rerror_rate | attack | last_flag | attack_class | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | udp | other | SF | 146 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 13 | 1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.08 | 0.15 | 0.00 | 255 | 1 | 0.00 | 0.60 | 0.88 | 0.00 | 0.00 | 0.00 | 0.0 | 0.00 | normal | 15 | 0.0 |
| 1 | 0 | tcp | private | S0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 123 | 6 | 1.0 | 1.0 | 0.0 | 0.0 | 0.05 | 0.07 | 0.00 | 255 | 26 | 0.10 | 0.05 | 0.00 | 0.00 | 1.00 | 1.00 | 0.0 | 0.00 | neptune | 19 | 1.0 |
| 2 | 0 | tcp | http | SF | 232 | 8153 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 5 | 5 | 0.2 | 0.2 | 0.0 | 0.0 | 1.00 | 0.00 | 0.00 | 30 | 255 | 1.00 | 0.00 | 0.03 | 0.04 | 0.03 | 0.01 | 0.0 | 0.01 | normal | 21 | 0.0 |
| 3 | 0 | tcp | http | SF | 199 | 420 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 30 | 32 | 0.0 | 0.0 | 0.0 | 0.0 | 1.00 | 0.00 | 0.09 | 255 | 255 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.0 | 0.00 | normal | 21 | 0.0 |
| 4 | 0 | tcp | private | REJ | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 121 | 19 | 0.0 | 0.0 | 1.0 | 1.0 | 0.16 | 0.06 | 0.00 | 255 | 19 | 0.07 | 0.07 | 0.00 | 0.00 | 0.00 | 0.00 | 1.0 | 1.00 | neptune | 21 | 1.0 |
| 5 | 0 | tcp | private | S0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 166 | 9 | 1.0 | 1.0 | 0.0 | 0.0 | 0.05 | 0.06 | 0.00 | 255 | 9 | 0.04 | 0.05 | 0.00 | 0.00 | 1.00 | 1.00 | 0.0 | 0.00 | neptune | 21 | 1.0 |
| 6 | 0 | tcp | private | S0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 117 | 16 | 1.0 | 1.0 | 0.0 | 0.0 | 0.14 | 0.06 | 0.00 | 255 | 15 | 0.06 | 0.07 | 0.00 | 0.00 | 1.00 | 1.00 | 0.0 | 0.00 | neptune | 21 | 1.0 |
| 7 | 0 | tcp | remote_job | S0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 270 | 23 | 1.0 | 1.0 | 0.0 | 0.0 | 0.09 | 0.05 | 0.00 | 255 | 23 | 0.09 | 0.05 | 0.00 | 0.00 | 1.00 | 1.00 | 0.0 | 0.00 | neptune | 21 | 1.0 |
| 8 | 0 | tcp | private | S0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 133 | 8 | 1.0 | 1.0 | 0.0 | 0.0 | 0.06 | 0.06 | 0.00 | 255 | 13 | 0.05 | 0.06 | 0.00 | 0.00 | 1.00 | 1.00 | 0.0 | 0.00 | neptune | 21 | 1.0 |
| 9 | 0 | tcp | private | REJ | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 205 | 12 | 0.0 | 0.0 | 1.0 | 1.0 | 0.06 | 0.06 | 0.00 | 255 | 12 | 0.05 | 0.07 | 0.00 | 0.00 | 0.00 | 0.00 | 1.0 | 1.00 | neptune | 21 | 1.0 |
| duration | protocol_type | service | flag | src_bytes | dst_bytes | land | wrong_fragment | urgent | hot | num_failed_logins | logged_in | num_compromised | root_shell | su_attempted | num_root | num_file_creations | num_shells | num_access_files | num_outbound_cmds | is_host_login | is_guest_login | count | srv_count | serror_rate | srv_serror_rate | rerror_rate | srv_rerror_rate | same_srv_rate | diff_srv_rate | srv_diff_host_rate | dst_host_count | dst_host_srv_count | dst_host_same_srv_rate | dst_host_diff_srv_rate | dst_host_same_src_port_rate | dst_host_srv_diff_host_rate | dst_host_serror_rate | dst_host_srv_serror_rate | dst_host_rerror_rate | dst_host_srv_rerror_rate | attack | last_flag | attack_class | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 125962 | 0 | tcp | http | SF | 334 | 1600 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 3 | 0.00 | 0.00 | 0.0 | 0.0 | 1.00 | 0.00 | 0.00 | 255 | 255 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.0 | 0.00 | 0.0 | normal | 21 | 0.0 |
| 125963 | 0 | tcp | private | S0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 128 | 9 | 1.00 | 1.00 | 0.0 | 0.0 | 0.07 | 0.05 | 0.00 | 255 | 12 | 0.05 | 0.06 | 0.00 | 0.00 | 1.00 | 1.0 | 0.00 | 0.0 | neptune | 21 | 1.0 |
| 125964 | 0 | tcp | smtp | SF | 2233 | 365 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0.00 | 0.00 | 0.0 | 0.0 | 1.00 | 0.00 | 0.00 | 1 | 2 | 1.00 | 0.00 | 1.00 | 1.00 | 0.00 | 0.0 | 0.00 | 0.0 | normal | 19 | 0.0 |
| 125965 | 0 | tcp | private | S0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 113 | 3 | 1.00 | 1.00 | 0.0 | 0.0 | 0.03 | 0.07 | 0.00 | 255 | 13 | 0.05 | 0.07 | 0.00 | 0.00 | 1.00 | 1.0 | 0.00 | 0.0 | neptune | 21 | 1.0 |
| 125966 | 0 | tcp | http | SF | 359 | 375 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 11 | 0.33 | 0.09 | 0.0 | 0.0 | 1.00 | 0.00 | 0.18 | 3 | 255 | 1.00 | 0.00 | 0.33 | 0.04 | 0.33 | 0.0 | 0.00 | 0.0 | normal | 18 | 0.0 |
| 125967 | 0 | tcp | private | S0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 184 | 25 | 1.00 | 1.00 | 0.0 | 0.0 | 0.14 | 0.06 | 0.00 | 255 | 25 | 0.10 | 0.06 | 0.00 | 0.00 | 1.00 | 1.0 | 0.00 | 0.0 | neptune | 20 | 1.0 |
| 125968 | 8 | udp | private | SF | 105 | 145 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 2 | 0.00 | 0.00 | 0.0 | 0.0 | 1.00 | 0.00 | 0.00 | 255 | 244 | 0.96 | 0.01 | 0.01 | 0.00 | 0.00 | 0.0 | 0.00 | 0.0 | normal | 21 | 0.0 |
| 125969 | 0 | tcp | smtp | SF | 2231 | 384 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0.00 | 0.00 | 0.0 | 0.0 | 1.00 | 0.00 | 0.00 | 255 | 30 | 0.12 | 0.06 | 0.00 | 0.00 | 0.72 | 0.0 | 0.01 | 0.0 | normal | 18 | 0.0 |
| 125970 | 0 | tcp | klogin | S0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 144 | 8 | 1.00 | 1.00 | 0.0 | 0.0 | 0.06 | 0.05 | 0.00 | 255 | 8 | 0.03 | 0.05 | 0.00 | 0.00 | 1.00 | 1.0 | 0.00 | 0.0 | neptune | 20 | 1.0 |
| 125971 | 0 | tcp | ftp_data | SF | 151 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0.00 | 0.00 | 0.0 | 0.0 | 1.00 | 0.00 | 0.00 | 255 | 77 | 0.30 | 0.03 | 0.30 | 0.00 | 0.00 | 0.0 | 0.00 | 0.0 | normal | 21 | 0.0 |